{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 波动率计算与应用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 本段代码利用quantOS系统分析了三个期货产品日收益率的波动率，及其能否随时间变化scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "import seaborn as sns\n",
    "from jaqs.data import RemoteDataService\n",
    "sns.set_style('darkgrid')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 系统设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Begin: DataApi login 18612562791@tcp://data.quantos.org:8910\n",
      "    login success \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'0,'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 如果没有使用quantos金融终端，请自行替换phone,token内容\n",
    "import os\n",
    "phone = os.environ.get(\"QUANTOS_USER\")\n",
    "token = os.environ.get(\"QUANTOS_TOKEN\")\n",
    "\n",
    "data_config = {\n",
    "  \"timeout\": 1800,\n",
    "  \"remote.data.address\": \"tcp://data.quantos.org:8910\",\n",
    "  \"remote.data.username\":  phone,\n",
    "  \"remote.data.password\":  token}\n",
    "\n",
    "# 启动DataView，并设置用户名密码\n",
    "ds = RemoteDataService()\n",
    "ds.init_from_config(data_config)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 整合连续合约（可忽略这部分的实现细节）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def query_daily_data(data_service, df_inst_map_, fields_):\n",
    "    future_list = []\n",
    "    for _, row in df_inst_map_.iterrows():\n",
    "        startdate, enddate, symbol = int(row['pre_trade_date']), row['trade_date'], row['symbol']\n",
    "        df_future, msg1 = data_service.daily(symbol, start_date = startdate, end_date = enddate, fields=fields_)\n",
    "        df_future['pre_close'] = df_future['close'].shift(1)\n",
    "        df_future['log_ret'] = np.log(df_future['close']).diff()\n",
    "        df_future = df_future.dropna()\n",
    "        future_list.append(df_future)\n",
    "    return future_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_symbol_date_map(data_service, df_inst_, start_date, end_date, days_to_delist):\n",
    "    \"\"\"\n",
    "    Get a map {trade_date -> front month contract symbol}\n",
    "\n",
    "    \"\"\"\n",
    "    # get the trade date list between start_date and end_date\n",
    "    dates = data_service.query_trade_dates(start_date, end_date)\n",
    "    symbols_list = []\n",
    "    move_list = []\n",
    "\n",
    "    mask_within_range = (df_inst_['delist_date'] > dates[0]) & (df_inst_['list_date'] < dates[-1])\n",
    "    df_inst_ = df_inst_.loc[mask_within_range]\n",
    "\n",
    "    j = 0\n",
    "    for i, td in enumerate(dates):\n",
    "        delist_date = df_inst_['delist_date'].iat[j]\n",
    "        idx = np.nonzero(dates == delist_date)\n",
    "\n",
    "        if (delist_date <= dates[-1]) and (idx[0][0] - i <= days_to_delist):\n",
    "            j += 1\n",
    "            delist_date = df_inst_['delist_date'].iat[j]\n",
    "            move_list.append(1)\n",
    "        else:\n",
    "            move_list.append(0)\n",
    "        symbol = df_inst_['symbol'].iat[j]\n",
    "        symbols_list.append(symbol)\n",
    "\n",
    "    res = pd.DataFrame(data={'trade_date': dates, 'symbol': symbols_list, 'move': move_list})\n",
    "    res.loc[:, 'move'] = res['move'].shift(-1)\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_continueContract(FUTURE_SYMBOL, MARKET, START_DATE, END_DATE, CHANGE_DATE, FIELDS):\n",
    "\n",
    "    # get the information of front month contract\n",
    "    df_inst = ds.query_inst_info(symbol=\"\",\n",
    "                                 fields=','.join(['symbol', 'inst_type', 'market', 'status', 'multiplier', 'list_date',\n",
    "                                                  'delist_date']))\n",
    "    df_inst = df_inst.reset_index()\n",
    "    mask_stock_index_future = df_inst['symbol'].apply(lambda s:\n",
    "                                                      s.startswith(FUTURE_SYMBOL) and s.endswith(MARKET) and s[len(FUTURE_SYMBOL)] != 'F'\n",
    "                                                      )\n",
    "    df_inst = df_inst.loc[mask_stock_index_future]\n",
    "    df_inst.index = range(len(df_inst))\n",
    "    df_inst = df_inst.sort_values('delist_date')\n",
    "\n",
    "    first_list_date = df_inst['list_date'].min()\n",
    "    if START_DATE < first_list_date:\n",
    "        START_DATE = first_list_date\n",
    "    else:\n",
    "        pass\n",
    "\n",
    "    # get the front month contract for each trading date\n",
    "    df_inst_map = get_symbol_date_map(ds, df_inst, START_DATE, END_DATE, CHANGE_DATE)\n",
    "    df_inst_map['pre_trade_date'] = df_inst_map['trade_date'].shift(1)\n",
    "    df_inst_map = df_inst_map.dropna()\n",
    "    df_inst_map['pre_trade_date'] = df_inst_map['pre_trade_date'].apply(lambda x: int(x))\n",
    "\n",
    "    # get the daily info\n",
    "    symbols = np.unique(df_inst_map['symbol'])\n",
    "    symbols_str = ','.join(symbols)\n",
    "\n",
    "    future_list = query_daily_data(ds, df_inst_map, FIELDS)\n",
    "\n",
    "    df_future_daily = pd.concat(future_list).astype({'trade_date': np.integer}).set_index(\n",
    "        ['trade_date'])\n",
    "    del df_future_daily['freq']\n",
    "    df_inst_map.index = df_inst_map['trade_date']\n",
    "    df_future_daily = pd.merge(left = df_future_daily, right = df_inst_map[['move']],\n",
    "                               left_index=True, right_index=True, how = 'left')\n",
    "\n",
    "    df_future_daily['ret_shift'] = 0.0\n",
    "\n",
    "    df_future_daily['trade_date'] = df_future_daily.index\n",
    "    df_future_daily.index = range(len(df_future_daily))\n",
    "\n",
    "    for i in range(len(df_future_daily) - 1):\n",
    "        if df_future_daily.ix[i, 'move'] == 1.0:\n",
    "            df_future_daily.ix[i, 'ret_shift'] = np.log(df_future_daily.ix[i+1, 'close']) - np.log(df_future_daily.ix[i, 'close'])\n",
    "\n",
    "    df_future_daily.index = df_future_daily['trade_date']\n",
    "    df_future_daily['trade_date'] = df_future_daily['trade_date'].apply(lambda x: datetime.datetime.strptime(str(x), '%Y%m%d').date())\n",
    "    return df_future_daily"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设置参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 开始日期\n",
    "STARTDATE = 20130101\n",
    "# 结束日期\n",
    "ENDDATE   = 20180108\n",
    "# 到期日前n天进行合约切换\n",
    "DAYS_BEFORE_SHIFT = 3\n",
    "RollingWindow = 30\n",
    "FIELDS = 'close'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 取期货连续合约日收益率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\QuantosTerminal\\python\\lib\\site-packages\\ipykernel_launcher.py:46: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n"
     ]
    }
   ],
   "source": [
    "IF_df = get_continueContract('IF', 'CFE', STARTDATE, ENDDATE, DAYS_BEFORE_SHIFT, FIELDS)\n",
    "T_df = get_continueContract('T', 'CFE', STARTDATE, ENDDATE, DAYS_BEFORE_SHIFT, FIELDS)\n",
    "rb_df = get_continueContract('rb', 'SHF', STARTDATE, ENDDATE, DAYS_BEFORE_SHIFT, FIELDS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 做图展示三个品种的日对数收益率 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qvd1tiytq0GEJwFbP3zkdcAj5nq0AKobl6Me7zM+XUSjkIzY1W/l8DgsLc8NuBlHiuG/TpOK+TZOI+zVNKu7bNOrm52c299Njjz0Wl132DRx//Amo1+v493//Fo499jl47nOPximnnIRHHrkfQghcddWVWFpawvbts8b9Wz/+jGc8BbOzM7j22u/iuONehocffhh/9Vd/gTPOOBNHHXUU8vk8tmwpYmFhDgcddBB+9at7cMwxz8KNN96Iffv2Yn5+Btu2zQLA5npWV4P/TkLUoMP1AI4D8DUhxNEAbg35npcAuBHAiwFcC+BOAE8SQjwKwAqAPwDQk1eyslKN2MzsLSzMoVJZG3YziBLHfZsmFfdtmkTcr2lScd+mUbeysoFms4VKZQ1vf/u78elPfxIve9lxqNcbOProY/DqV/9vuG4RH/zgSTj++OORyzkQ4qkoFAqoVmHcvxcX1+E4ZQDAySefijPOOBXnnXceGo0G3vCGt+CJT3wKKpU1PP/5f4jXvva1+NjHTsGb3/wOnHrqx3HxxRdDiKdAiCOwsrKBfH4dQGc9S0vBf4e1Y8dW63OOP60jDM/sFc8A4AB4PVRAYaeU8lue190H4Cnt2SvmAHwJwKMB1AD8pZRyl2f2ihzU7BWf9a9vz57lZPM7UsQDIU0q7ts0qbhv0yTifk2Tivs2TYLV1RV86Uv/jL/+67dgZmYGUt6F449/Fy699PKu4RjjZMeOrdaGRwo6ZI1BB6Lh475Nk4r7Nk0i7tc0qbhv06T4/OfPxjXX/ACFQgGFQgHvfe8JOPzwpw67WZEx6JAhHghpUnHfpknFfXsy1etAsTjsVgwP92uaVNy3aVKN+74dFHRIbz4RIiIioiF5yUvm8Mgj45miSkRENEkYdCAiIqKJVB2fOtREREQTi0EHIiIimkhjMIKUiIho4jHoQERERBOJQQciIqLhY9CBiIiIMiVlDhdcMMVVHomIiKYIgw5ERESUqVtuyeHCCxl0ICIimgYMOhAREVGmyuVs1sPhFURERMPHoAMRERFlikEHIiKi6cGgAxEREWVqZobRACIiomnBoAMRERFlKqtMByIiIho+Bh2IiIgoU6VSNuvh8AoiIqLhY9CBiIiIMlUsMhpAREQ0LRh0ICIioonETAciIqLhY9CBiIiIJpLrOsNuAhER0dRj0IGIiIgmEjMdiIiIho9BByIiIsoUgwFERETTg0EHIiIiGopWK93lM7hBREQ0fAw6EBER0VBUq8NuAREREaWNQQciIiLKlM5AYKYDERHR5GPQgYiIiIaCQQEiIqLJx6ADERERDUXaQQcGNYiIiIaPQQciIiJK1R135LoCAPrfDDoQERFNPgYdiIiIKFXnnVfE+nrv4ww6EBERTT4GHYiIiGgo0i4kSURERMPHoAMRERGlyp9xkNXwCiIiIho+Bh2IiIhoKFzXSXn5qS6eiIiIQmDQgYiIiFJl6/ynPbyCQQciIqLhY9CBiIiIUscAABER0XRi0IGIiIhSZRtGwUKSREREk49BByIiIsqUDkJwykwiIqLJx6ADERERpY4BACIiounEoAMRERENBQtJEhERTT4GHYiIiChTOhjA4RVERESTj0EHIiIiSpWt88+gAxER0eRj0IGIiIiGgrNXEBERTT4GHYiIiGgomOlAREQ0+Rh0ICIiolS5rjkAwKAAERHR5GPQgYiIiDLFQpJERETTg0EHIiIiStWwCkkSERHR8DHoQEREREPBTAciIqLJx6ADERERpYpTZhIREU0vBh2IiIgodaYAQKvlZL5OIiIiyhaDDkRERDQUDAoQERFNPgYdiIiIKFPZzV6RbiYFERER9cegAxEREaXOPLwi+3USERFRthh0ICIiolSxkCQREdH0KkR9oxAiB+BsAEcCqAJ4o5Ryp+f5NwF4C4AGgJOklJcJIU4H8DvtlxwGoCKlPFoI8RkAzwGw3H7u5VLKxahtIyIiotGV1fAKIiIiGr7IQQcArwAwI6U8RghxNIDTALwcAIQQhwF4J4BnApgBcJ0Q4iop5bvazxcBXAfgTe1lHQXgRVLKvTHaQ0RERCPIdc0BBmY6EBERTb44wyuOBXAFAEgpb4AKMGjPBnC9lLLazljYCeAZnuf/FsCVUspb2xkTTwLweSHE9UKIv47RJiIiIhpx2RWS7H3swIF010lERETd4gQdtgHwDoFoCiEKlueWAWwHACFECWrYxant57YAOBPAawD8CYC3CyG8AQoiIiKaQGkHHUyFKl/1qjk88ABntSAiIspKnOEVSwC2ev7OSSkblue2Aqi0//1CANd4ajasAThDSrkGAEKIq6HqRPxCv3l+voxCIR+jqdnJ53NYWJgbdjOIEsd9myYV9+30FYsOtm2bw8KC+nt+Xm33+fmZzceSppZf7ll+Pp/D3NxsausdFdyvaVJx36ZJNcn7dpygw/UAjgPwtXZNh1s9z90I4GQhxAyAMoAjANzWfu6FAC73vPbJAC4WQhwFlXlxLIAveVe0slKN0cxsLSzMoVJZG3YziBLHfZsmFfft9NVqM1hc3ECunV+5vJxHs1nG4uIGKpV05s1sNuewvFxFpdI0PL6OSmWyCz5wv6ZJxX2bJtW479s7dmy1PhdneMWlADaEED8C8GkA7xZCvEcI8TIp5S4AnwFwLYCrAbxfSrnRfp8AcK9eiJTyTgAXAbgBwA8BXCClvD1Gu4iIiIiswzccjq4gIiLKTORMByllC8BbfQ/f5Xn+XADnGt73PwyPnQLglKhtISIiovFjqrmQxfIZdCAiIspOnEwHIiIiosjSDjrYMOhARESUHQYdiIiIKHX+oQ5ZdPzTnh2DiIiI+mPQgYiIiDLnOECrNZyUgxyvfoiIiDLD0y4RERGlyp9x4LrZZDqEqelw+eUFVMdnkiwiIqKxw6ADERERpc51u6MMudxoDH+49to8VleH3QoiIqLJxaADERERpcqW6ZB2IcmwU2b6AyJERESUHAYdiIiIKHO5nJt6pkOYoMMoZFsQERFNMgYdiIiIqK8DB4C774522eC65tkr0u7wh8mkMLWNiIiIksOgAxEREfV19905XHNNPpFl6eEVw+rse9fLoAMREVG6GHQgIiKivlzXSbRzns9nUdOBtRqIiIiGjUEHIiIi6itORoDtvcOq6ZBlG4iIiKYdgw5ERETUV5JZCVkNr7C12TSbBhEREaWDQQciIiLqq9VKtnOey41OTQciIiJKD4MORERE1FfSBRezyHQIO7yCgQciIqL0MOhAREREfcXJdDC9b1QyHYiIiChdDDoQERFRX3GHV/jf6zjpz14RpqYDAxBERETpYtCBiIiI+kq6cz7MTAe/UWkHERHRJGLQgYiIiPqKk5Vgmi1CBR2ceI0acL1ERESUPQYdiIho7F12WWHYTZh4cQsu9g6vcIdWSJLDK4iIiLLDoAMREY09Bh3Sl3QhyVGp6UBERETpYtCBiIjGHjuR6RvHKTNt/JkO3H+IiIjSw6ADERGNvbTvmBPQbDqRazDYpsxMW5hgAoMORERE6WLQgYiIxh47jelLchvrQpJpB4vC1XRIt5glERHRtGPQgYiIxh4zHdKXxvCKtIXdLxi0IiIiSg+DDkRENPYYdEhf3G3s79hnkekQti1pajaBXbuYTUFERNOLQQciIhp7DDqkL+nhFVnMXjEKNR1+9SsHF15YTG8FREREI45BByIiGnscl5++ZjP5KTOHxT97RdrrYlCMiIimGYMOREQ09jgmP31p1HRIuzMeZvlZBB24fxIR0TRj0IGIiMYe7ySnL842tmU6DKsz7l9vmu1gFg4REU07Bh2IiGjs8U5y+pK+Y5/PZ5Fl0L/Dn3YmAvdNIiKadgw6EBHR2Gs2h92CyddqxetA++soZJHpMCod/lFpBxER0TAw6EBERGOPnbr0JZ0RkMu5xuXde6+Dr3+9kMg6bENC/AGQtDMdOPyHiIimGYMOREQ09tipS1+rFa82gb9j7810uPnmHE4+uQQAWF52sHdvunUQvMMuGLAiIiJKF4MOREQ09thxTF+c4RX+2gqd4RXq8dtvz+MHPyhsPpfU9xl2OWlnOnD/JCKiacagAxERjT126tKX9DbO5ToZKt5MlSyCDv7hFWli0IGIiKYdgw5ERDT2OLwifc1mcoUkge7hFWkFAfz7hWl9aWPQgYiIph2DDkRENPbYqUtf0hkItqCD6e+khMl8SGe96daoICIiGmUMOhAR0dhrNtmpS1vys1d0MhGyCjKY1sPhFUREROli0IGIiMYeO3Xpi9N5Nr03aHhFWpkBtiBHFoEHIiKiacWgAxERjT126tKXZN0M11WZDvp78xeSTEqYmg7MdCAiIkoXgw5ERDT2WEgyfXG2sanT7c10SCvoYGsHgw5ERETZYdCBiIjGHjt16Us6sOMNOnilOWWm6TMwKEBERJQuBh2IiGissdOYjVbLiVXTwc82vCJoGY3GYOsdhSkzh7E+IiKiUcKgAxERjbVhdSSnTdLBne7hFZ3CkbYiklLmcP75xYHWESbTIW0MihER0bRj0IGIiMYagw7ZaLXibePuOgoOcjnXOtzBpFZT/8Vhny0j3nLDrpeIiGgaMehARERjjR26bCQVcNC8wyvCTmE56FSaYdrMgAMREVG6GHSgifHDH+ZRrQ67FUSUNXbqshE308HPNnuFTZR1+5er/+7NdBgsmDEIDq8gIqJpV4j6RiFEDsDZAI4EUAXwRinlTs/zbwLwFgANACdJKS8TQjwKwH8CuK39skullGeYXhu1XTS9TjqpjDPO2MBTn8q584imCYdXZCNu59nf0c/lOrUc0hru4A8mDDKcIymuyyldiYhoukUOOgB4BYAZKeUxQoijAZwG4OUAIIQ4DMA7ATwTwAyA64QQVwE4CsBXpZR/qxdie62UkvesaWD5/LBbQERZY9AhWeeeW8Qb3lBHzpcLmWbHOWymQ9zveNDhHElgpgMREU27OEGHYwFcAQBSyhuEEM/0PPdsANe3AwdVIcROAM8A8N8AHCWE+CGA3VDBhmdZXntTjLbRlPJfJBPR5GPQIVk/+1kezaY56BBnykz/e/01HfT67PUcoq3XyztLRtxlExERUThxumjbACx6/m4KIQqW55YBbAdwF4APSSmfB+DfAJwZ8FqigeVyvHIkmjamcfoUj2lbJln7oDO8ovO343jXY1v/4OsJ+tv2WNK4bxIR0TSLk+mwBGCr5++clLJheW4rgAqAnwBYaz92KYB/AHCB5bWb5ufLKBTGI28+n89hYWFu2M2YSvl8Dtu3z2JhYdgtmUzct2lUlUqd/bNUGvz93Le7FYuOcVsWiw4cB1hYGPx8XCzmsG1b5/i8ZQswO+sgnwcWFgoolRwUCmq9W7YAMzMOFha6L1G2bjU/bpPP51AuF7teX62qx+fnZzbbUijksHVrLrVzx/w8UCo5kbZbHMPar5eW1Gdm5iGlhcdsmlSTvG/HCTpcD+A4AF9r13S41fPcjQBOFkLMACgDOAKqeOSXAPwrgK8B+EMAtwS8dtPKyviUd1hYmEOlstb/hZS4ZnMOKyvrqFR4SykN3LdpVK2uqt//gQNrKJcHfz/37W7V6gwOHNjo2ZYbGyU0Gg4qlcHPybXaLBYXNzaPz6urBVSrqldaqdSwvl5Cq1VApbKG5eU81tfzqFRqXctYWsphfb3Q87hNqzWHtbVG1+srFQfN5iyWlzdQqag0i3p9BktLtc2/k7a0lMPGRjHSdotjWPv1H/3RHE48sYo/+INm5uum6cBjNk2qcd+3d+zYan0uTtDhUgB/JIT4EQAHwOuFEO8BsFNK+S0hxGcAXAs1hOP9UsoNIcQJAM4XQrwdwCrUjBe7TK+N0S6aYiwkSTR9mLqeLNtsC0lOmamHVzQ9/VLH6X7e9J5BOE7v5xhG/Y9p3D83eBVHREQekYMOUsoWgLf6Hr7L8/y5AM71veeXAF5gWFbPa4miYDon0fRhIcnkmbZlq+XEKiTpl8sBjYZeNuA4rvW1Qcux8Raq1Ez1P1w3+ucKYxpnr3CSKf1BREQTgl00IiKaCNPWscta0lNmejMRvLNX6L/9Bu28mzIdhlV0dNr2TQYdiIjIK87wCqKRM20XdkTETIekBc1vG3w0AAAgAElEQVQeEWeZfo7jbs6G0WolP2Wm44R7TxaZCNO2bzLoQEREXsx0IKKx1moBP/gBi3lMs6TvwE+7NIIOJt6gQKvldE2ZGdS2sHI51zq8Is5yB6WGb0xXL5xBByIi8mLQgYjGWq0GXHppcdjNoCFipkOybNsxbnCnu45Cbw2efkGHQWsvhB1ekUWWQ5R1rKwA3//+eAZUGXQgIiIvBh1oorDTMX1ct1OMjojis3WSk5y9AlBBBx0EUIUku9tgategy/e/xxSgyuK8EWUde/c6+MlPxjPoQERE5MWgA00UBh2mj216P5oerZbqrfL3n5wsgg7e4RWu253p0K+ug+sC9Xrw8r1BDf/7+z2WpKiZDklv7ywx04GIiLwYdKCJMq4XaBQPgw7Tjb/7ZAXVdIgzZab/vbagg1ezCSwt9T5+1105nH9+8LAqtfzuhdqG4oxqIclx3bc5fTUREXnxtEATZVwv0Cg611UdE5pe3o7k2tpw2zIJgoZXJMmbiWDLdPjWtwp45Svneh5fWwNqteDb6aaaDuMUdMhiVo20MNOBiIi8GHQgorHHoMN0e/3rZzb//d73zgS8ksLIbsrMTiaCbcrMtTVzpkK/gINefm8hyd73je7wisEKZ44SBh2IiMiLQQciGmvMdKBqtVPTYX09nXW87nXTE8wImr0iqU6wzmzwZh54U/JtBR87QYf+bTGl+I9TTQdmOhAR0aRg0IEmyrheoFE8pruXNH3SDEA9+OB0nS7NnfNk77wHzV5haof33/V6uKCDfcrMzspGcWiFft+4HtsYdCAiIq/puoqiicegw/RhpgN5cV+IT91h7+01xs108AcQbJkO/WauAFR2S7+2eJeveWtIeJeb5rkj6rLHuUAugw5EROTFoAMRjT12NAnQASj2duKyTUOb9BSO3uEPzSbgOO7m+r1tMWk0wi3f/znCvC8NUQIIHF5BRESTgkEHmijjeoFG8YzzHUFKDrNe0hXnd2Y6NudybtfjYTId9HPVav/jvamQ5LCCDlFrOvDYRkREk4BBB5oIDDZML16YkxeDDvHZajckfefdFBTotx79eL0eZniF2/OaRqNTdDTM+pIQffaK8T235XJj2nAiIkoFgw40EdjpnF6uO7y7lzRauC8kJ6ugQ7/l2YIDYTMdeoMOvbNajGpNByIioknBoANNBH13kxd304eZDqS5rsN9IQFBU2YmyV9IsrN+x/J4599hZq+wBR3y+WzPFdM4ZSYREZEXgw40ETpBB1avmjYsHkhaq8UAVBJsnd24nWB/AMFf6FEXHwwze0Wt1v83n8v1LqvZBIrF3hWknekQZb8c5+EVREREXgw60ERgpsN0Y0eTAHbSkmL7PcWpl2EuJGl+3hvcsD1eq/X/rk2zV9TrQLEYboaMJE1bpsO43QDYudPB8vKwW0FENLkYdKCJYLpApenBziYB6ddzmKZ9zFbgMUneQpKua8508K+zU0gy7PCK7s5vo+GgULAvd5SMYpvCGre2X3llAffey0tiIqK08AhLE4HF46aXvrhltgMx6AAsLgK//nW8u8xhZo+Itkyn62//8AcnRLO9mQ79fvOmTAc1vCLbTIc4s1fwuJaNcc4qISIaBww60ERotcYrlZOSozsynCqRms3Jn4Xgu9/NBz5/++15fP/7hVjrsHXATDUS4vAGGfwZCbaaElq93v+Yb5qSs14HCoXsv8jpG14x7BYMptXqPwUrERFFx6ADTQTWdJhe+jtn0IHSKig6Stk0X/taMfD5JGZzsR1Hw0xxGXaZYQtJ9r5Pvaha7b9O2+wVRd8mjJOJcOBA/9f5szzCYtAhW+PYZiKiccGgA00E77hgmk4MOlBamQ6jVDOmVgt+PomOqm0ZphoJgy63d3nhXut/LOqUmc0memo6RN1ev/ylgy98odT3ddEDNeN7933c2j1u7SUiGjcMOtBEYKbD9BqlDiENV5jA0333OZBysFPfKAU1+00VmdTd8Sw+qy2IEW72imgd8kbDMdZ0iLKsZtMJnVXC4RWjLYkMISIisos38JNoRDDoQCwmSirTIbhT/rnPlfDAAzlcdNF66OWOUtChXg9+PqnhFUl/Vv8y/cMrwmYeDDJlpkmjYa7pEDUowKCD2bi1e5y3NRHROGCmA02EQS6yFxf7F2Oj8dGp6cBiotOu0ejfcSiV+g9R8NNBzVG4E9qvs53+8Ip4y+5entuV0WAqLGlb36DfoaZrOiSVDRJmOVG/E3aCs8OgAxFRuhh0oIkwyHj+ffsc3Hwzgw6TYpSK/NFwhcl2KRbdvtkCfqO0b9XrwcMKkkoTzyboYJ4yM6jOg36u33awUZkOyQyvSDvo0GqNb0d43No9Sr9xIqJJxKADTYRBxvWP28UQhcOLRgqT7aIyHQbLitH7VhL72Ic/XI78Xtc1D6+45x4H11yT33xNWpkO+rmkeKfgDDO8orumQ9ThFQ4KvoGlcWbkSDvTYVzPV+N2PI46wwgREYXDoENGzj+/mMrFw4EDwJ138mtstYJTcb3G+UKO7Dh7BYXZB4rF8PU/7rtPHVeS7EDt2hW9Y6Pb7T9+7dqVw86duc3n0urwJTllpml5/abM9P476kwlanhF9xujdjazCDroc9u4GbdzLK8LiIjSxd5qRm68MZ/KCe2ee3K47joOFQjatrfemuu6O9hqha84TqOvU9NhuO2g4QvTER1kPP8nPqGyEpIsJBnn2KOPY/52+DMg4nZUg2o6pMX0mfyP+wMUUYIF9uEV0QMPSb7Oi+ep7DDoQESULgYdMtJqpXMBMc5jPpMUNLzikkuK2LfP6XktTRYGHShcpkP4A0CnXkj4TKp+4pwHbJkOrtsZMpLU8Ioozw2y3KCgRr/P0GpFz7poNlXgKQmcvcJu3NrNAA8RUboYdMhIs5lW0IF37YH+F6j+1ya5zf7t3wpYXExueTQYFpIkLUzQoVQafHlJ1nSIswxvYMHLdbsDEmnWdIizTL8wmRPmAAtQLkdrY73em+lga1+QpaXwwx9cN1rRyzSHylCvcQuUEBGNEwYdMhJ1/Gk/43wnJEn9Lsy8zye9zX7+8zwOHBjPcbeToDO8gt/BtGs0+nfuBrnL7Q82jEqmg2mZegrJpIIOts50UsfOoE6/9zN0P+5sDiUpldxIbWk0HENNh8GX85GPlLF3b7hjTtKFJF0XWF4efHlZGrdgCa+liIjSxaBDRtIaXsETpRI0vMI/BEX9nVwHtdEYvwusScThFRQu0yH8ATPJDActzjHbG1jwL9Ob6ZDmlJnRl9cbELItz7Z99Lar1RzMzMQbXhF3mMi99+ZCn9eTLL4JAPff7+Cznx0gZYf6YlYJEVG6GHTISKsVLb2yn7QyKLzqdWD//nTXEVdQ0MF0kZ/kNqvXGfgZJg6vmG6Dzmjgny4xiN6nOsMs4gcr4wQdggpJeodexP0tDON4Zst0ML1GZTpEW0+9DuR9tZcH/U727HGwsuIMFHRIMtOhWnVGPsg6bufEcWsvEdG4YdAhI2nVdAg7prRWQ1cxxUHcdVcOX/lKQpW3UjJopkOS30W9ztT+YeoMrxhuO2g4vL/tMFNheoMO+/Y5gVNY6mNrksMroo7vB4B63V7Q0huQGIeaDv0KSZpep/9drQ6WseKVRCHJe+/NbS4rTbZzlc54GUVB5+JRxqxRIqJ0MeiQkbQyEsJ2nm+/PYdLLhngFp+HSt0dj061LehgKiaZlEZj9O86TQNmOkwnf6bDIG65JYcrr7QfF/2FJNOqZxCWLdOh1fI+F7+4sCkw0moBuZhXDFHv9vv/rtejF5LUNR1sgY0wfvlLB7ncYAGk5WUHF1882DnYtuxGY3Q7yEn/VrLCmcCIiNLFoENG0gw6hFlunLv7rVa4O4jDFPTZ/Hcwkv4e6nV2eIeJmQ7TbdDhFf6sp927gzIduv+fTKZD9OOFDiwEPec93q2tqaEAg7INSYtT0yHOuv3PV6sOSqWoQYf4s1fce28Oj31sK3QGo162zpAIy1Z7qFZLr4NcrQI33JDv/0KLcQ06JBGsIyIiOwYdMpJWkaKwKYFxgh7jHnQwF5JMbt2jVEhSyhzW14fdiuFg0GE6dQcdwkxf6P23EyrokGTKeJxl6LoNpmV6h17odZx3Xgmvf/1MpHWlkekQtHwA7ewB++v0Z1OZDtFmr2i1VE2HOIHoBx7I4TGPGXz9+jsKy3azoNFwEqkvAgCrq91/79vn4PLLo2VFAt7fzHhkR2rjFiQhIho3DDpkJK10yLBBhzhRfNcdnw5dmEKSSQeAarXRCTr8678W8MAD0/Wz7hSSHK+LXEqGv6ZD0pkO6vhnr6UwqDQKSXYPr+gcj9bWotWbSSvTwb9M0/L8AR5/59V11TE3aiFJW7vCfic33ZRDrQYUi+7As1cEZaoM0q5Bl2Nz++05vOIVcz3r7He+P3AA+MQnzF/A+GY6jF+biYjGyXT1ToYorfGCYTMY1Ak12hWjynQY7Q5d0IWOf9sn/T00m6NT02FpafpSRDm8grRB9wHXBXbvzlmPCbojMmrDK0wBAe90mt7fRLEYrdGmwEY+H30DhNl2uVzwuVI/Xqs5KJfdyNvRcczruO8+B//8z8FVJt/3vhls3eoilwtfILrT7sHaGRR0SGJfXFszr7Pf76hadbC6ar4mGNegw7SdN4mIssagQ0ZareTSIb3CXsDGCXq47vgMrzBnOvTeKUt+9orklhfH0tJoB4fSwKDDdPPXdBjk9TpVf3Ex+PV6uUl1pOJmOvQuz+kKDOvjW6PhDDRFaGd5vY+1WoNlOtRqQKUy2Hr18ApbZ9ubMRC1kKSN66pij/2OoYcf3sLpp1c33zNIGwY9j6YddLAto187g86h4xp0AJJv8wMPOFhZSXaZRETjikGHjKRXSDJc9ex4hSSdkQ86aLaLZW/AJ+msE1VIcjQ6+8vL05fpoDHoMJ28+7tpH/jxj/O4997O79Obvq/H9+/aZV62fo2/oGQc8YZXmId59GY6qNfpoolJtHHQoMN3vlPAn//5XP8XejhOb50E22eNWkhSraezjbz7Q7+hct71Oc7g53VbTY6g9ZmDDukd58NkOoTJRhk3aQyvuPzyAu66i5fZREQAgw6Z8F+4JimL2SvGI9Oh/7hsLemLi1GavWJpaXTakrVp/dzTrrumQ2+n/IMfLOPmm/M9r9cdxh07XDzyiHnZ+tiR9B31pDMdvMV+vXeh63WgGDxaIDTXHayQ5Nzc4B+yM7zCHEzX204PrwgSdht7X1erBXfmFxeBhQXX19bw60gq02HQYRr25feeN1ut/nVAggITSWcFZSWNoEMSWZV79jjGYTBEROOGQYcM+AtjJb3sLIIO43wX2b+NBplbPYxGYzRqOjQawNpasp9tHOjPy6DDZAn6Ph94wNwp0r/DO+7oPrXlPTMAelP0Wy3g0ENb2LXLPiuEt+OQVKZDVN5shqDnvEGHKHUYTOcV1x0s02FhwbxcALjssoLxmKlrLQRtI52REGZ4heOY22yr6dAvgLxvn4ODD3ZDt9XbZr38QdiCGkkVkrQFdvoFR4KuJ+Jc71x5ZT7SFK9JSCPooANocXzjGwX84hfRpzAlIhoVDDpkIM3If9hgQpwhBaoy+mgMH7DpXOiY79z4Mx2S6qDqMeGj0OFdXlb/n9agQ1Dgx3VVkbhJddddOWtHfFz9/d+Xrc+deGLnue5MB/X/d72re5pI777hz3Q47DB7poM/6JDUOPqoyzFlcui/TUMvGg0nUqaDqY3NZnfwZpBl+dt19dV5VKtOT0DAcYIL/3o77/2GV/TbxrbATdD79uzJ4aCDOkGHsMMbowYdgoZXJLUvmoQZXmE754WZ6WVlRU3V+dWvdo/9ueOOPPbunZygQxLXGouL03cjgYgmU6TJmIUQOQBnAzgSQBXAG6WUOz3PvwnAWwA0AJwkpbxMCPFYAOe31+kAeLOUUgoh3gPgDQD2tN/+FimljPqBRpE+gac1vEK79NICXvayhvHCMM7JbzyGV6j/207O3s8e5QR+8805PO1pLcz4przX3+0oZDosLiY3rd84CpphZXUVOO20Ms48cyPDFmXnJz/J47/+1xYe85jsdsSrr85jZgb4/d9PZ516f/ZrNtUdZ827v9t+h6bfRKOhMx1cPPyw/X0q3dy+nCiiLseW6eAdwuc91jca0YdX3HtvDt/5TgHPfnYTL3xhc+BMB92GahWG46a5I2UqJGkKOtRqDkql1kAdfi9vpoP3/7VacAdv714HO3Z0gg5q9or+G6UTdEiqpkN6ge6w53vbdur3nfz61w7e8IZZfP7z67jttjzUZaKS1jDUMNKYYSyJZS4tMehARJMhaqbDKwDMSCmPAXACgNP0E0KIwwC8E8BzALwIwMeFEGUAHwVwlpTy+QA+BuDj7bccBeB/Symf3/5vogIOQLrVnL0ntbPPLm3e7Q56XZR1jEKnOojr2scbh63p8M1vFqyVpr/znaLxDoy+czUamQ6qfaPQliyFSeddWZnsC7e1teyDTQcOOFhaSm/5tnHrlYpj7byFCTp4O4CtFnDIIS3s3m1+n+5Q6v8PP9NBZRuYgg5A5069/lu/ftD2AcB//mcOj3qUi3/5lyLW1tQ2GKSmg3/YkymQYApihMle0MMrBmUbTqD/368zv3dvZ3jFIDUdtEFrMdjS85MaXmESdniFre5Dv+OxXrbpDn6SWYiDUvtnslkWatayeMuoVKa3ODQRTZaoQYdjAVwBAFLKGwA80/PcswFcL6WsSikXAewE8AwAfwfgO+3XFADoW47/DcB7hRDXCSHeG7E9Iy3NTAf/BaztQiBu0GHUMx100MH0GcMOr7jppnzg3VXTe/R2GYWLgmkNOmhBgbGVlcnOAFldzT6o4p8VJmm2wEKl0slSuOiiYqhMB1Omkx5eUS4Hdwa9d1+TCjpE/Y3WakCx2NsIb/q+d/mqkGT/Ru/c2Zs5sm+fgyOOaOHRj3Yj7V9Bn9F2PtIdeW87/HRwoFTq3wZd08EbhPFnfnjX02/2ChV0aG0ue9Dzqi1YcOONOVSrvY/blq2/51tvzaFWU+9fXw/fDs30WV03XCHJfvuwre06CLa42NuZTmOIQ1ijOrxiaWmyz11END2iBh22AfDObN4UQhQszy0D2C6l3CulrAshBIBTAXyk/fzFAN4K4L8DOFYI8dKIbRpZSRYh8/NP2WWfOzt6tHwchlcEpf76LyZsd4/W14PnHjc9py8iRyETZGkJmJ3tnXJuGhQKwd/BpE8lurqa/edLOxXa1kGrVDrTQX7/+/mQQdfuxwsF9X4drCwUzOszpeBnwZZxVa87xloGtqBD2CkzTz213PP59+1zcNBBLubnXaysqGUOkunQL+hgEmZ4hR4GUS4HH+u82RTeoEOh4BoLSXYyHewd7r17na6aDt5tfd999t9gv+EVl19exP79vc/ZOsKNhgoCffObBTzyiIPLLy9GKsBo2379zmdBnWl/houf3h9NQYc0hjiElUbQIYljpGk7ERGNo0g1HQAsAdjq+TsnpWxYntsKoAIAQogXQNWCeG27noMD4PR2RgSEEN8B8LsALvOubH6+jEJhPKr35vM5LCx0z02uCnDlsHXrrLGidxyzs+oidGGhgHw+h/l58zpmZ4FSycHCwuBf+dwc4Di9n2uUzM0BpVIO8/Plns+fy+UwP5/bfHx+HigWnZ7P02o52LIlb9x++byDrVt7n9vYUN/t7GzverNWrzs46CAHW7bMpNIW0749Cubn1XdfLpexsGC//Vko9H7nk6LRcDA7a9530zI762Buzg3c5lGpi3/z/qZmZMhhy5Y5tFo5bNs2h3xe9YYLBQf5vOp86ffm8znMzJSwsFDcbPfMjIO5uVnMzjrYutXFYYc5qNfnsGNH97pyObX82VkEHl8Hoc4Fc4HLefe7HXzhC709oELBwZYtDrZv737/zIz63HNzc55zQh5ADvPzbvvfds2m+pzlcud8Vank8IQn5LBjhwPHKWDrVu/5pv/vaG5OLWf79jls2aK3nzo2FQoOZmby2LrVbZ+X5lAqOZiZAbZty2N21kG5rD6D/mwLC53PlssBBx9caB/HzZ+t2QTKZbUvbNs2h0JBvW9uzsH8fB6NBrCwUEKtpttWRj7fWa/J+rqDxz0uv7mcclllTiwszOGiixz8n//j4tBDe983O6s+g+sC27fP9QTISyXz+WV21jEet3I5VSC0WAS2bCnAcdRn8r+/3zFbfy/e18zP9z/fb9liP56urallzs2Zj8fLy+r5Wq3s2U+VctnBli2FoZxLi0UHc3P5RI9ncT9PvQ5Uq3pbJtasiTCq1yOjYvdu4JBDht0KimKS9+2oQYfrARwH4GtCiKMB3Op57kYAJwshZgCUARwB4LZ2wOEMAH8ipfxV+7Xb2s8dAWAVKtvhfP/KVlYMeYcjamFhDpVK96TK+/c7aDZnsbi4jkol2VD66moB6+s5VCo1NJtzOHBgHbOzvetYWem8blArK3msr5dQqUTI38zI8nIerVYJy8s1VCrdt2lqtZn24+p2wdJSHtVqEZXKhm8ZM1hcrBq/o7W1MiqVWs9ze/eq73ZpqYZKZbjpILt3FzE3l2+3JflbI6Z9exQsLeUAlLGyUrd+Bw8/XECtVuj5zifF/v0zWF5uZLoPrqyo00ca62w2gVpt1njMefDBAprNEvbsWcPamnpNs6lO0GtrTTSb+Xa71trLmsPqah2VirqVv7pahOMUsH//BlZWClhba+GQQ2awc+cG5ua6fzeNhtrnl5byaDbLWFraiP3bajRmUalsoFCwnwv27JnF/v3rPZkFy8slADlUKlXccYeDpz+91f7capvs3buO1dU81tfzqFSqWF+fRbPZQqUSfA5dWZnFvn3rmJtT2QDN5ly7c7iGfL6IXbtaKJdbqNeLqNVyoX5Hy8tqm1Uqa6jX1TJXVtT2q9VmsL7exMpKC7WaOhbXajOo110cOFDD6moBGxu59mcoodksoFJZw9paAdVqHktLLmq1OjY2yta2NBrq2J/LAfv3b6BUAg4cAFqtMlZXm2g21b5bq+nPW8XiYg6rqznr9qpWZ7C0pNa3vl5Co+FiYyOPSmWj3ZYayuXe73V1VX0/ALBnz1rP0BB9fpmfd3vep85V3b+D5eUSqlUHhQKwuFjDykrJeH7qd8xeWel8R9rSUq79Wezn+6WlHKrVknHbLy6qc+LqqvmcqJ9/+OEGNjacrm29vl7C0lIjlfNXP7Wa2i+SPJ6trZWwtNTsuSYJS19frKxUIy9jUo3q9cioeNe7ZnD22dlc79x7r4Ndu3KpFZWeNuO+b+/YsdX6XNThFZcC2BBC/AjApwG8WwjxHiHEy6SUuwB8BsC1AK4G8H4p5QaA0wGUAHxJCPEDIcQ/tTMc3gfg++3X3y6l/PeIbRpZ/caoxpkiyl/8KGh4QNQiSeNe08GfCmpLDd3YsKcx+oexaKNU02FpycH27W6q4+xHkeuqccJB38Hy8mh8R2lZXc3+89lmIEiCHvpgUqmou7z1urM5nMD7PhP/lJlqeIWzOWTg0EOB3bvN6e1J13QIk0K+vm7+LGrWBvX+s84qdRWyzefRsz2azXDDK6pV82csl4H5eXdz/4oyvMI0TCJoG/jT3HuHVzib26EfVdOhMwyj0XCQz5tnrwCCa3usrwMzM50X53KutZ2mz6QNUgTSds7WU2bqWkP9pvoM0y4tTOFove6gZdrao/cLW62CSZq9Iu6QDV2odxqHTFI8gxatjeOhh3LYuTNqd5KmSaRMByllC6oOg9ddnufPBXCu7z1HWpZ1IYALo7RjXPS7YP3wh8s4/fSNUBeHfv4xzLaL7jgFjUappsPaGnDPPbnNO3xacNDBCXVxqGo6OAB6X9BsOsbndHX4UejQLi052LZtOms65PPBU2ZO+uwVwyokmWbQwRY8O3DAwY4drc2ZBrzj5MPOXqGCFp1aMIcd5uLOO+1j6pOs6RCmI1Ktqm3g71jrx/TxfG0N2L5d/V0quZvbYtBCkhsbjvEzOg6wZUunkOQgU2baAsDe9vmX5y0k6X2Pfp23dkW5HK6j712mDsKoQETvjCR6RhOTffs602Xq5XqD0WF/D6agg23sv22Zet9X+4EKwqhrgcF2UFt7w8xeERQ0Clq2/pyVSu8xa5hTZo5iTYfFRcf4myDqJ8s6Y0FBSCIvhqYy0Jm9wnzF5r3LNCh/MCHoTn28oENyd88//emStVBaPw88kMMVV/RGZ4IuiMPOXhGU6WC786ruuLkjcVGwtAQsLExf0EHfuQ6evYJBh6TFOaaEWbbt8ywuqs6fStnv7sT5j1O2gG+x6G6233F0pkP36dDbecoy6NBqAdWqY9yfazUVXNDLWV3tdJy9gRR9rmk0nL7BbBW4MXc0VdBB/X7iFpIMk+ngLSQZpF5XBSH7vc40e4VtWIvrqnNxUEaiLiLZ+RyDF/kzFZO0nZNsj+t9Xj/fb9YNmzizV8TPdDDPXhE3U+/66/MRi2omfwxNIugwjed0ii/LIMAwg4U0Xhh0yID+8dtOHLVa9EwCU4faJM5Jq9UyXwBH9cgjDqrVaBcWrmuvMj/IlJmmOyxBF25BU2aWy6ORCbK25mB+fjoP/v2yTXT1/Unz/veXcc45xZ60+iykcWdQ6ze84uCD3c1pM73HA/9xyjRzkO6g63U4jovDDusdXtHpPHU6I0ntQ0HbTU+daDrOmTId9PJKpU7QwdvJzvepwbzRHvarO3v+ts3MuNjY6ARowgrK8Bv0Trk300F/9kIhXKaDntoSMG8P/9AH27lOTZfZneng/RxBvwf/OvyCZoKwZTro9+lzV1LnaB1QWF8Hrr7avPP062SYZgfxLh/QgcXe31zcY8oNN+Sxa1dyM3nEETeIooMOk3juonT1CxwmiUEHCotBhwz0mzKzVos+JZL/4s12oIlzV1IfUN5S2y4AACAASURBVAZ9v23e8DgHKHVns/czBl0Q++8WmS4uOhfe9vXagg4zM6Mx5lIFXoZ/V8Q033yaXBfI54MvzJaXHetdw3G2c2cOt92mOgZZf7Y0LzT0lIAm9bqajUcdN52ugJ+/doPp2Ntq6aCDsxmsXFhQwza8TIGGpDIdguhjkSm7zFvTodXqZDoAKgNCje0f7Hyif6+2IIEO6OltFVZQZ8ue6eBuPme7Y66fswWZe5fZHYQpFoNqOtj3O3+mgz/oEHZ4hWmsddDwCvMyOsczPcQoym/R1F69ffftc3DNNfY0Gdv3G5R16H2f6ftLYsjWxka0ZSRxPLvooiJuv73zI0ki02H79uGe06+9No877mBXYdxkGQiYxGsrSgePJBnoF3TQ4zOjMJ20ba+LeuLyXrAN4mUvm8P994dPJQ3bFlumQz4fPdPBf+HtFzS8olwe/p0I3bZhj//cs8fBS1+a7VQ/+rsP2j9XVtTY2BNOKGfXsAwUCp1iY+McdDjnnGLX37bhFfqxYtHdvKvvr+mg72R7U8D9v3+d6aCHDNg6QLb1x9HvWKyzwEz7s75T/x//UYDrquwm3VaVceV0LT9Mx1yvzxZ08NYuSCrTwZbKHmZ4hU7/75fBoXUPr3DaNR3MwYygc/GePbmumg5A928gbKaD6XsNOm/bgt3emwFRC0kGtTUo66PfZw3a7/Tn2bq197w5aMDMJGiYZJAo10iuC0jZuYw+cKCTfRR1mV6Liw5+4zeGWxz6/vsdY5FdGm1BQxSTxkwHCotBhwzo7APbASBOaqT/x25bTpyDQtSgA6CmCzW1JerB0J9OrbmuY03pVCf+7hk+/NtiY6P7wtuv3/CKpFPZvvCFIh55JPwyq1WVBu1NJR6GjSHNSNlveEWzqToaupM2KfJ5F4uLwwl8Jbm+m27q7kHqTpXf+jowN+d2BQ26azp0Bx10Gr7/uFgodIIWuiPt71Cnl+nQ2ym67bYcvvc91fBOpoP5/Y4DXHhhEa6rZi3RisVO53OQNuv12YYB6kBmq+UMlOkQFDTyDn3wMmUgeL8j3YlrtexB5u7luV2B2Hpd/WZsmQ5Bw5TCDK9YWXFw0029G6kTLFOBatPzQdvLTwXBOwGmqDcugtYZVMep1QoOSAQNr9DtNN3Bj9tJB3RB6MHfF2Xd6+vA2Wd3qr2qGXGCrzUGoes0DfOcnkatC0pfltkHDDpQWAw6ZKBfTQeVGhl9Okvvcge9YxKGXn6UwMjKij0FM2pbbHeK4tR00ENB7EEH84m3Xled/aSL9tx/vzNQsc3lZQdbtw52JzINYfexG2/MRSr2ZaIzHfoFfpJI3R01hYIKpGzdmv1JP8k7Kf4aL/o37l++SjfudN78QQeV6eBuvld1TjszFejHi8VOIDFMR9rUQY3KdPzZvdvZDDLqAGhQ0AFQQQA9vKLVcjAz425mZHk79f2DDmEyHaIXkjR9Xtu+Gnb2irBBB6B7GzSb6rs3cV21H9ratn+/qZBk977xve/l8b73zVjbor8j07rtAfPexzv7gM50SHZ4BRBc48if4eGtoaAyHexfjH7fwkLv8pPovHhnYhlElPf4b0b4g1ZxO+w602GYprlD+e1vR5rgbyRkeb2jg9LT6NRTS13ZTRSMQYcMBKWZtlrq4jJOpoN3ubbl2DrNYdcBRMt0WF42Ly/O57XdKbJd6Pgv3EwXAnEyHUql5E/K1epg35eeCi7sOOe0hN0OP/pRAQ8+mFzQoVAIDrjp/0/axZOemWB+Pvtxv1Eq99v4M2RsgdoDB9RFuJoeUj1Wr6vHDj+8hWazM1uDvlg2FRzsLiRpbpP/uD1Ih3tQ6k61Djqox/rNGNRsdjIddCBFj/UfJOigh5YFZTro345/GwT9hoMCNd7zlr+NYe44t1r9P5v3e+vM5oGe4RXeZQRN1aqmH+38rZfhXc7ycvB3Vi4H1XQInwHhXbceBhHlnBq0/YKKuXqPpY884nTd7Qf0PhN8w2FhoXfhSRyjddHTQUXJdPBfu/kzTqJ+L9rKiioOPcxzehLZJ+Pqm98c36CD62Y3g0USw6LG1cMPO8ZjOpkx6JCBzpSZvc95q1BH4T8h2AIDcU7mnaDD4J1E00VYqxUvAGKr6WC7CDXdOesNOqj/2w7Stguwet1BuZx8Z1YVwwq/vZtNFXQZ9vCKsOteX0/2hKgyHczPra2plPxJzXQA1Pjo7IMOg+2jQfxj0vWxxpTpsLDgIp/vnuXht3+7hSOPbLZ/B9h8r74j7h9uUCjoVOjgArT+NiTx2zIdi72FAHUA1HSc82o0uqfM9M5eoZcVJdPBT28/07b6xCfK1gsuf1FP7//1b9E/paV/yIL3PerfTtf7/K64It+13fTrvOewoFoQtmOEt1aI1mlrpyH2zD71uAqWmYIL5nNiUNBBfyedmhzBv8W77871fFdBmQ79ajp09tfe7yvoPOQdXmFbdhyDBuy9Bv1962OIVq87Pft9nM+jgqbDHV4xzZkOUWdZGwVZXu+kOX32qJvmzx4Fgw4Z0DukacfUFwFRO2A67dX7d1AbovCmpvrt2uXgqqvsV3Gmi7C4AZCgKTNt7/Guz3QS7XfhZjvx1utIZTz9oMWwdOdq+JkO4U7Sa2tOpCCWiepE2oe4rKyo4QdJROO9Y+hHQSfTIfvvPcmL0UbD6anNoNfhtbgIbNvmolTq7pw7jrv5Pt05VBlVDorF3qBDsei2LxbsdQr8HeQkf1v+5XjTsv0B0MVF4KGHOr8V/VmbzU6NEtdVxyH/lJlhhlv5Z+4xZTp0Ckl2PxlUSyAo08GWjWErJOmv6eB/XDvttPLmMBXT8oNmr9Dfsek4sn+/g0c9qrtRjtM9y4rKdOh9r3cdOjDkZ+sg2B7vZDo4fWde0i65pNC1H9l0gg72zru3Xf6ZM/r9VvTj27a5Pd9fEseUtbVoqd5ROmn+TAb/7yHOtc4g2Uppmu6gw7BbEF2W31uWWRWjptl0Mp2edNwx6JCBoJoOeqhA3BOTFmYM5qD0+0wXS7t3O7jlFnvQwZzpkF7QIezdIv/f6+vqol0/XqkA3/pWJ7XOVtiuU0hywA/SR7U62IWGvsM77Nkrwq5bXRgmt96gz728rIYfxD0JN5sIHK89DIWC2klUJfjOb+3Xv07/JJjEnZSf/zyHn/88Bz3MTLMdM+t1NXxCF00E1Pv0HW3/7BV6eIX/ey8WOx39sJkOSV38m45H3vHzGxuqc6q3x+WXF3D11Z1jkW6vynRQ/261uj9TJ9Ohf0C0M7zCvCG801j6AzTVav872rbn9N1//29Xb59B7vzbOE7vlJm65oeNafn+6TL1sr3butXS6fC9CwgTdDBtr6BMB/0+HXzrt11MHeB+mQ72gFLnjr5p5oygoUh6mbbhFXF/Y1nWdPAPr/DXwYhzzvEOmRx2p38ax+u7rnko1LjIMtMhid+tduKJ9uy5UWTrG5AZgw4ZCAo66AuQqJ1W/4VE8PCKaCcOdWfQXsDRllJaLMJYYCXOAarVcizpqUFjs7svQkzrr1YdzM11tuX+/U7X3NTqjlbvCnSmQ/JBh2iZDqNwVySM9XUnUo0QE5XpYP8NqSKb8YdXbGyM3p0P3cHWQRXt5JPTnxo0iYuaz3++hLPPLqHZ7J2FAjAHVQsFF4WCu/ld1GpOV9BBB2L0sVEVkuwsw3s883ekTWn9+ngR9rfVb782HX+8RTmrVdVx1cu55ZZ817b2Hue6Mx06d6f1vhB2ykxvx8aW6dBq9XYm+81w4GcK5PQOr4jXwQkKFplqOnjfZ/uO9+51eqbL1PtbZ30ONjbUcDtbm2ZmXGvQPGyQRQ9z0d+zvyaHTZjgu/exfjUdOvtrb9DIth3POaeIX/0qhyc8oYUnPrFlbE+cC/hWK7gAZpAo1yX+1Gr/Not3rTMa5/S438m4ajSi1TEbFUnWXOq/ruRuvO3b5yRWZDwLWQZ3JgGDDhnQF1FBwyvi3Pn37vBBU2ZG/WGoi3TVsX7Ri+ZQqXQv11Y8a8sWd3PMcZJtsV202aqZ+0/83rts2sZGZ9w/0DtW0z68Qtd0SPYg6R8n20+zqToOaizt8A7YYU88a2vxT+iuC9x5pzqEBQUd1PAKtTHjnIRNd/SGrVPTQX22T31KFXTLIjiSRPpmuexupod7C8Tqzqx/+Xr4hLqr3ykOqDuvjYbTU9NBz1ShqSCVu5karzvx/g66v/Oq7/j38+IXz/V9TW+mQycwurGBdtDBwfo6cNtt+c3jnh4aAAAzM93DfbzFNU2fw2Z9XR2roxSSDOrg+befl/c9juN6tnFvpoP3Owrz+/O+RmU6eI/rnWKQ/vaZgjqaynTo/qD+oSAqgBUcgNaBIb9Bhlfo4sX+oEOYfdN/bjAF0vX6+n23OjPGNHOGraO8f7+DlRUHv/d7TWzfbmpf/MCwXs6goqxXDa/obEP/tojzedTvbTTqNI3aeS8L3uK+4yjLYFGS+0irpTKox0XcYrHThkGHDHTuIJnvlOvXHDgQfdm2v72Pxwls6Iv8VgtdgYRmU80lbbJ1q2uc9jFu1oUtPTUoTbrfZ1dBh87Bw3sHQ11g2TNV0igkGZS2bOK9KzLMC5SwB9/1dSf2gXptDTjnnNLm3WrbPrW8rCqAxx2TP2j2SRa8hSRbLUDKXPuuw3gMrygWO+nh3v3BdtddD5/I5zsBW/3/TqZD5716eIWX63aGL3g70qY0f+/ntHWkBr24M9397K7poPbXRgO49dYcfvM3W9DDyorFzhvL5e7U+lKpExjzd+IB4Be/yBnb78/y8r9GF5L0dv697Q76nOr/nYDKJZcUN7e7t5PfGQ4S7u5w0PO9waLO8nUhSVtNB9uy9+51cPDB/kyH7iFbqt3Bvzv9HYX9TGrbdS+zVuvO5ulXCNQrzPAKLWgqb+8+7w/G6uOxadkbG+q4H3SujnPs0kGHKMelKNdI/psT/uEWcT6PPjYN+5w+zZkO4xxsyXp4RVL7iOtirDIdwg6vuO223FT+jvwYdMiAvlA2HQD03b1m08GHPzwz8B1K/wVaOpkOTtfwiu6sAcea6eAt9uZvc5xxjrbhFbYLHf9nN11crK87mJvr3HHzHkj8//e3p1RKdniF6w5egbvR6FygDPNEGTZ7IYnZK7wX70GFJHVNh7hjYwfNPsmCd3iF63ZSQqO28447crj33nAn/CQuakoltS8A3d+nrZCkvhD313TQgQN/TQf9tz+YoGav6NxNBOxBB802DeD11+cHmlrNFrzszXRQQyue9aymMdPBv0xVL0BPmale5M18OuuskiXoAMzOul2dZ//ntg2vCMr+MXW2brwx33UH3V9zQXewejMdOp3sQQMS3mOid/iN//WNhtM1JabXvn2moEP3b0C3zfb9AN3ZKF6235Lp8+pMB/182Lv7pvNuUBZK0HHE215/RoTrOtZzcbXaXezV1MZ4mQ69Acywomc6dP72/x5sNyvC0DdSwhSDTVMSGW3jyJTBM07U95bNzpPk3f5mE9izZ3y6pmGHlnz2syUsLqbfnlE3Pt/sGAsKOnhrOtRqg6dF+8cUBgUd4mU6mDt1eniF6bPZayxEb4u++PavTwcdbO/x34nxv79aRdfdPu8QDNv4ckB9ZzMzyZ6UdQGvQS5WVKaDO/TZK8LMSNFq6ZoO8U6I3syDoCkzdXE3lcYdfZ21WvzsjKTpO9969gpdGyHq/viJT5RwzjmlUK9tNqNPTaeVSq5xikhb8Epn9KhMB/0+p+viXB8H9HHGX0jSdbtrOuj3+Ysu+oONQR0p/3F70CEH/ikzddDh9tvzeMYzdKaD0xV08M4koYIOndkrvJ16zRY082d5+eksIlM2mX/mAttn9R9/TXV2dHtNx3b/7BWDdMS6Mx16M1+0Wq07k8Rrz55wQQfbXfxO0ME+vMLEnBXjbH6GZlPtL/0CqlddlcfSUu93ZQt0AP2HV+jn/AFy/f3YfivebWSavSLOMUUHMKMsI0ymip8/s0H93b2MONddujj0MM/p05zpkFa2wI03ptv10m3O6nvTx/SkljVemQ79r4NcF3jwwfH5TGli0CED6sLXPB7YOx5Td8YG4T9R2jpy/ou8QdfhrabevVz1n6lgZNDy4pyIgd626BO06YI1zGMbG46vpkNnXfqiwtTmRsNJvJDkIGN0tU4qpjvUC5Qw2yHOuFsvfVGsA0625ekpM+OmqQ46o0gW9B3DYtHdHFYRp5pyUPDGL+5dSUB1/r13mjVbfYFGQ3W4CgV3M9PBf+e4d/aK7mOvCjq4m9tJd3z8GRF+/Wa58LJtw87FYPfCvIGijQ1gyxbVuWw2O7Pq6OEV/uCK/h5UvYDeoIP+9/q6OUDgP/bZMx26pxfVAe+gu+FhZhTqLiSpC752DysYpKaDiX5fvd5bnM/byS6Xzd/z6qqDLVu6H+stJGkPfuvX6O/IzxaIt92o0MER11XHpZmZ4Hojp5xSxq235gcKOviHDvjbqz+vaZpIWybDxoYTmOmglx1V2Jk8TKIcz/w3ffxBuLg3e0ZlRqppDDqY6uMk5cwz0y30bAtup7m+pPaRZnP8ajr0++yVij7/hvtcu3eP3rVmUhh0yIDpbpum73roFB3dIQvLf6IMc2diUCrTodMpMK3PNsSiUOi9yArzIw1qC2C+cLPdJfO+Tz/WG3TovtvnveAKCjqkUdMhyoXTqEyvFWZ4ha64H7eQpHf8enAhSVXzIImgw6hdfHk7oPp3FdRZ6CefD5etAsT7HWveSv9hhlfoqWH19JBA5//e4AHQufuissw6n6mT6dBdSFI/p+kLBB3Ytd29NW2HMDMJeHlT2XWmw+mnq4wT/Zuu1Tpp9frzzs6qQpytVmc6RluH3hY0U1le7uYdWv/dXm/BRG+HWn9f/YIO/tf4z0XewIQtcBz0t5//gtt7TGw27UMoqlUV0LKtzx+M8NefCOqc6dfYZq+wBW9M523vfqBvVKhsu+DfrWn/Dfr9BmVMebOA1H7VvW5b8HtjQ/3uvMNlvII6/ktL/Y83GxvdgcxBeGuPhGUaXtEddIh+s6dzI2HwDIwkTWumg7feWpLW15F6mn3QjHlpSDIjZGYGOHBg3IIOwe198EF1Igy7L330ow727x+fbTAIBh0yoDuEph+lvnDTJy9TDYQg/h97UFpynI6+N9PBuz59cLMFHUzFJOPcIe3chel9PJfrvdAxrce0LdbXHWzZ0km/9z4fNLyi0VAHyTiZDl//egF793a2X5RMB90ZG4egg06BjZsdoodX6KCD7XOrQpJu7HoXaoaB0ToRuC7w5Ce3kMt1gg1xajroWgdh1x13XyuVOg3tHl5hLo7XaqlhRPm8+v7V+5yuDqEes6+HBPQOr3A2P6e3I22r6WDqwHt5s828nTET2x0ob2dFBwH063S7vEUydXvn5tRdeJWN5m7OguHNdNDH240NcwdIZTp03uN/TT7fmW7Wu507gSF7scGg7BB/IMKfMRDmff34a0Z4p8z0LhPQmQ69C9dBSz/9vfj3maDjjCokaa5JZDtX+XmHiHgzHcIcT1stYP9++3etHusd7hS0PP/Y96BtUK06m+cqk6BjyitfOYfLLw+unbK+7nTVJxnUoMdNf4DXP/Qz6PP8zd/M4Nvftn+eZlMFTId9To8SjLF54AFnbO5ie28IJmnfvvhDS/sx3WyLa21NHTtMWq3khp4Ouy7ZoML0rR56aLAbiYuL4z1daxAGHTKg767Y7pTr5/Rdg0H4d/i0psxUU8x1/vYuN5dTxfpM5uddrKz0jnGMG3TwX7h576p5mbIU7JkOrifTofvumH8ZWr2uL/iin0TuuScXO+jQanXGtQ/zgB3mxLO2pgI8SWQ6AJ103uCaDvEv3vQd5SBf+ILlNmpKmk3ghBOqXanecWo6DDK8Iom7G9479979wdYGXR/Hn+ngrengLyRpCkjpmg7e44Ztykx9t9K2/3jvZnpr9JjYgg6qAKT6ABsbwNJS5yJF/6ZrNX9NBzXV5dqaer5c7gRSTEENWwdIBzn6D6/oPsbqoE9QpkM+bw4E6//8QQHvNvZuq0FqOAQFi1Rqf3cAUm93VdOhd3l79jg46KDeD6mLdHrXp4Jc9gBAqWQ+7tm+G/ONCqcr00EVAu3/W9RDV1796jnceKP6kZja6d2X+wXPdAaOKejw61/nembq0IUk7fWe/h97bx5mV1Wljb/73HvrVlWmSoqESJgSwAIUp27143P8WnCgHboVbVtbPxVRwf5JtEVoG+gWOgqILaitOIGiIo1N2yoyyyAzGqaEIZCEJJU5VanUPNx7z/n+WPWevfY++9x7qxLSyC/refLc1L1n2GefPaz1rnetVd/AbRTGScbidNa/eutZHAO3356NCanVXGYYQ6L0eXltWbUqSo2RkLAf/6f39D3JdLj77gKWL68TW/Mckj3BdAhVqunt3XMgDmVsDI5zrx47d7qyfHkB110X1m+m49R8+ukIt9wSHgvt7cmUQrb/J8XP6xKSjRujDAPr/PNbgtX9AHGU7QMd9sm0JU/5AkRxa2tLUorOVHM6+F6mZyORJBXaEGUrjsULRCXZP2/mzCwLIkmmj4pqUMCXetTcPK8ahWXjtHLK/9ejqlUqxumb6Ugcu8oUx8BUvOr06O7J8lpjY8BPfzo1I7oZBH90FJg1a/fbqROYFQr5wA8Nz91nOtRvcxwD9923dxUqGoLCdGB4Rfg5mwmHKBYlnnLXrsb33p3M7BRt5OkEe3ledIIOfk4HP88BoEGHJDP/mRhXG7SNmA71quPwvOmDDvLdtm0GY2MGBx2UpNcRo99kSmYWCi7TgRU9tJHANtcrJSh7UP7Y0OEVOnllPQYYYMemv97692G/awDCf19+Islmxx2vyXFUrdoKICHgp6UlaxD39BjMnx8GHUI5HcrlrLHBY/JKZuZ5k0OAizxDkp43NmaaCvHTewOB7bx7Fgr1k4RaQD4MOkSRrIUrVrgqJktm1mM61NtLG4dXCKA9naR29cZVX5/BsmXZOHy/tLafT6eR3pXXDzz3uVAyU8AY6c/lyyOsWTN9B0utlu+geq7JngAdvvCF7Jjp6dnzVTEuvrgFS5e2pn8/G0wHsu3yfpvqvbZvN1i/PjwB5s9P/mQYMbVa4/e5ebPBokWxs7709poUuPdlYGAf02Gf7IbUavlxhuIpt/SkqeZ08Cd7PSVh95gO+QmwOjqS3PAKYTpkr7f7TAe/HSboPcnz3oU8geVy4ihTXGDrJ5KUuOrdWSDEKMgyHabSR1Tk9qRXZGQEeOihqS0RzYVXMDv/7m0q2hPXKAkgsPtMB10tQ8uqVRG2bzd1N9577y3slrKWJ8xZYIwFG/LAhd/8pog77qgPihQKMpfvvrtxCUh53t17plCOAMCOo6eecsdftWqc6hUMk6BHkHMAsOtMiOkg65lxvPf+3PGNyXrhFRQLOuSHHPjn8LwkAf7u79oQx8Db3lbFMcfU0kz/ZLCEmA7Dw/K7eNGNs77SYKmXJ0Yq8ISZbIBlOvjGYqN1SsD28Pf+eT4rYU/sEZQs0yF8vOQDyDoHenqiTOUKwAIk+nnkPeSHJpCN4kve/qyBG4pmZMi7RVPJjLXx2sgoEdChWaZDtnoFx4k2KuJYrqlL3Pp7dqP33mhMkLE4nXW+3r3zrqdBhpCR2kjvagw67H4uot0VDQQ98kgBGzZM32yoVk2G+fpclamADnmV50Jx+QQd9iTbYWDAYHjY3ottDrX9oYci3HRTY+fId77jOpwagQ5TdbyxvHdIFixI/mQqWDTjzNmyJcLChe7ekqcv1mrA8PCeK0H6XJN9oMNeEHqhQwsNFT4O3OmADvqa+dUrpr9xxbFVaEO/zZmTBNFrY/LDK6bflnC8qVXOfFYFP90FObTg+6XVtKKqr6WlUhFq6+6ADj7TYXw8v855nogHOFsyM0mmX34ojk2a9HEq7WgkIyPCjtldJJeJ8ajkNqIn727psbzwinvvLeCxx6K64/qpp6I0mdCekhtvLGD58ig1trmG5Hkox8fRUOGjEjw83Pj+e0Jx0uMl9P+LLnLLd9KQJQhaKkkeAw06UCzTIeuJLZXopTYO00GDBdNjOpjMs4TEv44uu0Xwhe+U982WzCQNVUIzbCJJey0e26iUoH62EOiggRderxHTIeSl57Pq8/S6HTKM9Tvy29FIsjkdsokk+Vul4ob7UHp6suUydVvZdgIQ5XKSCf/jPUK/Ae51/PP8XEUcBzxvfFyYDvqYJ5/MhjbI8dm9OHRPVnfp7ze44oos202/o1CCUs5DbaDSKKtWTa6x3WhNaaQ3SE6H6a1LBEV+8IP85/WFTBeeC2TvXa/N9cYx1zrNLtob8tBDEdavD+tLw8O756Wv1RrvQc8VCSVOz5Obby7ippuyQD1ZaFp6e/d8rggfTM1bywFhGGzZUl8XmZgAfv3rUkaXrLfWT1UkNCn8mzAdnvvmaT0nj3+MdmoCMr66u7Pjg07aZzvvx/+UPPff6vNASAlOEuCMM8rORKtUmHlajsuj20zlXiGRBWN616a3MHTtWs1Mgg55TIfsJiOb9HQNYdmoQ7XOQ0ZBCPHN6wcXdAhVr8ieV63W9zJddlmprtEvhqwbVjM2hiknwyLo4hvf3d0GH/hAW/MX8q45VRCs2eoVs2btfplRnUgyT3nzDYnd2eh9jx5FkOn6pSr9LOd7Qnp7ZdzQu0/D1U9mRkmSxjHRTFDXjGK4O95ofQ2KNsZomIQq3xB0GB+3CW5tPgdbUpJgQAh0IGjB9QTIZzLoMZZnpOV5O++6q5A51n9uefYscMGqGxZ0cJkOUSSlNanYanCA12KbG+VfqMcUkjwf9h4A8M53tqO/v/41a7UweBpiIuj2hsaVDzpMRfT1JQkjczq4Y1znStDS29sIdHDbFgqhSBLguOOqOProOMiCqPdcfh/qMBt5t0hDNCnXXFPEzsIlMgAAIABJREFUli0m9zr1jBLOj4kJ8aCuWZNVEzXTIVQyk+Oku9vd1wCXMRMaG/XW6Ea5k8h0mM66JOujwaOPhnM3hERX2cljOtTTdRqVDvVBs70hN99cxNq19p3rdzIysnv7GL24fwqik7w3kqGhMLupUsl+39Nj0NGxZ8usy5yyg6Qe02F83DTMHbduXZQJ03w2mA5583n+/CQFZ57L0ogxBki5zI6ObCLzahW45JKWTCgrbal94RX7ZNqiq1cMDJjU6wRkmQ76t2bE9wzkDf7d8UomiUsL9e/X0YFgTgcgXL1i99uSLTumadL+8X6bQ4oNFSUdSsFz6oVXTEyYyeoV4ed/+ukoN1nMmjUGF13UkmE6jI3Vj7EOCY0xX5n2vXpnn13Gk082N+2TZOrVVJoDHSSnw3Q23bEx4C//sh2AVXbrgQ5kgAC7HxvLeHlf4liUjnrjmvP7e9/bc4kmiYST4eKGV4S9qY3eJ5VgTdXMExqiIXnssSgTGhES35iiMEO/7xXm+2R4BL37ZDr43p68ykFM6KfXDR+w88dKnsdRH+fndPDfd56xpw03GpQSRpKkCQBJt7btcRNJhioyUNFpFAqh176Q19re337fqLRvkrhJPSk+kyF7r8bX1b+tWBFljF79qcs30iPoJpKUTwGxksxasnOnwdy5jUEH9pFOcqrl+OOrmD17aiUz6e32lVWCg6IzWMeFFn991e+YkndPeYZ8j6yu1uJXRdH/7+7WTAerTNevapK/9jRav/1KLFORJJG2hRgifr/9+MclPPZYlK7BtZpmOTVmVVKayemwt6tXrFkTOc+r9aXhYbNbSbMlp8OeMya/8Y0ASriHJK9sc0hGR8N5yqpVkxlPvb0RFizYs6AD1wn9NxAee2NjjZ2bq1fLwNT6HPfTkEzHkVithvtMgNskOA+fa8L+qfcut22T0Ap/HnPN8BkNdPjsC6/YJ9MW8bYlKRqoKeuk50+X6eBTup+NRJL0FuaBDnPmhBNJAqIU78nqFXEcjpml0p3nVfPbHFKSfI+YBR1MxkvEcBKh0+Yb2wMD+YbZo48WUrqin9OhtXVq3hqtoOjz/PFw330FrFvX3BgT0KH5Nsj9Gl97dNQ0FV5x/fXFTFsrFasUhmi9vmhP9rMVXkGmQz0vHTMc33pr41wJzQrfrXjDLHCZF4stjJr615xqeEXe8953XwFPP914e+H5fqnOWk0UD3/80ktaLCapkahBBz+nQxybdO3V92R4BZA/PnwvRv2SmfJ/P7xi165sOcGQaHZK62Q+MJbL47qk87awvT7TwT63+0xkUjViM4SEypIPbOgqO6F1QrdJiwY3bKJHt715RmxIfvKTkhPe5xutfthcqEIFYHMl+Pfj/u1LKJFkHBu0toZDKID8krR5TAfNYNHtJCODhnJra5IZZ6H36e+HeYZCo9K51pNqgusN3/vMmUnqyeMY0TkdQu2rp6c00mFGR6fOEtT3rlbDY9nvi5ERuZfO+8Sx5b+H3QUd9mb1iokJycOhn1frS7sba16tNgdoNyNxjNzqB3tCQiBSnuQxQJhoVQuZSXsSSGJuJ/23/nTvH2Y6PPqorSaxenWUVniy19yzTId64RVTqaL1Pyn1WNAUMtN8p1e1GtbVBgbs789H2Qc67AURxVeUoVoNHtPBpApDnvJW/9rNMh2mX6Ynjk3QAOD9OjqybAbKrFl54RXTbQtBB4MHH4zwrne1pdesF17hS5IAfX3AtdcWUwq+9ihpqjw9S/z7kUcivPvd7em16nkiBgbyYyAfeyxKF383pwOmzHQg0h1a2HhNSp7S7YskNt3zTIfRUVFGGyHja9cabNvmLlGu0WMaKnXaA8ASd9MVvx69vgfDK3yD51e/EpBBPB4G/f3Tn4dr1hhs2+Z60QD73gmU6fwAfjsbvU96UOsphqtXWwM271m2bGku9pfHtLYmQaaDL2QuMDyiXHZDrdgXun0+0yFJrCdXswfIKNDHaakXfsHzNNOhUhFj3/cW6ee2z2vfWWurZjrYOa3nONvT3m4TSep7cJzTy59XvYKe/1CpSgrXVbKpKJo98Y53tGf2LjId8tZkn42hz/P/rpfTwQ9dqvfeqlWTqWTDz7zwCv9+/nX9tuaFVwD8LcxCCjMKsv1TqZh0bmigSq9tIa8kQRL/vqF76uowecfwNwJmg4PC7NH9tXhxnOZ1oEOFyVFD0sx6Xk9YMnM6a2ySENTONi4Efsax6w0na9V3AtUznjRzKdSevc10WLcuSvcQ3Q7NdNidttRqZo9VrxgYkPV1qjpzs5KXoyMkIyPZfuGc1uOJTpA9/U79/bIe02F8PJz0cts2g61bZa6uWRNhyZI4wHgJT9zpODXzSk2SsfhcAR1GRoANG8LPXY8FTeE89tc8gi7+uUNDAiDtAx32ybSF1Ss4MTXTQTYqZnI1UzbymvUK7Q7TgUp6KLFOHIvim1fqc9asbL6H3QUdGF7R22sTHeZ51UJKPvti69YIDz8cYWxMlAVN7RWDxSpJLS2WeTCVxXBgIN/jtGFDhLGxLNNBwiumxnRgDLyvoLKtOotys6ADPT95mdjD7Wh8jFSvaHxsrZZVKPTCzaR5/vda6C0Cdp/pkMesqNUMhodl7Pib9HXXFSePkbkunp7p3f+OO4p47DE7yHkvKqZaEc4zjhsxHejRrZf74YILyun98/pz06aoqXmimQ5+ToeQAahzOkxMmJTKzrEfCq/w8xXQqGL790TJTNtu+x2B2LwYfi06p4NlOiQOIKA9n9KeZLJ6RZbp4K/ReaDD+Lisp/VAB9tmkwH99PEhw4whKaE1SfreDWfQrAot1aqAxFR8swlDXSOJQgaMBpP98AqKMAiyD6/ZUlo0GMTjCDrkMfHycmfod6YNglrNZIAbAcmT9J5AmOngr68hoCUfdKifSE+fPzYmc3VkxKQAA+fh4sWJAh30MyVpm/zr1ls3GoMOLJlZ/7iQCOgQ9gL7OaRkrbfrPQ0Iv3Tp7jAdyLDcm0yHNWsiLF4cZ4BSPlMzOR3uvbeAxx8PP5isi1PTcVetioLszP5+fu65cA0tU6leEQo7YR9qALK/X5jBe9qo1nlSAHdN8mV0NFyqkeVshXGNTN4tvzTkbbcV8O1vl9L7THWM1qte4Sd1/p+UW28t4qSTwnnRmgEdNEPRByQnJrIhJoODBvPmPXeef0/LPtBhL4hOJOkbUvTW3X57EUky9ZwOvuL/bIRX5ClSvF8IxaNIeEX2ervTltZWG8etv/ezfANhZFYUAaGaj49LMr5y2Y159RNJaqZDveRPWqrVMAIOSAbhBQuStC/cnA5T99bQq+h7a7lw6Y25WdCB15mKJ6GZjXR0FJg9293QkgQZxaJazSLyuk9s9Yr8xVmDDrurvI2Pm1zvOz1AvrFnx5NVPnbtmt5mMjjoblDcsHUiyTjOT2jpA54h4diud5yO5c8zWrZsCcdrhtrEZ/DDK0KUdirilulgGRIh0CGOkbLMtGg2RN740EY4jfo8A4zH8h1XqyYFW/W66Rt9FA0UlSdLu2umA9uj/44iWSdsTockbatmEQD2nX3xi63OOyOrSq8b9YBrveZyXchTcPP6zD/OmESNgyTTR0ki4/HKK0upUaoBFm38+feXa8Jby5PgcTpsIfQcvkifuYa57JXh6hWNKhXwGm9/ezs2bZKDq1Vpkw866OoVQMjYze47Wul94IECRkbC746gQz2jS5+n55AP5C1ZEqdeQiZIrpfTIc94+c1virlt0SL3mJ5+wbEViiX3jSMCvBp0mJgwmQz1jXSdZsMr9hbTYfXqCEce6YIO+p00w3T44x/DoXW3315AtTp10GHFiiiYh4phO9PdTxvJVECHEBgTAh2YlLaZEt9TEe4NlHqg4vh4eIyPjQGPPx7hqqtKOOigeNLbns+eeuSRAn75y9Lkb1NnwAhQlx/e9WwwHaaj/4Xy+VCmwnTIhj6bINtjaEhyCE3F2fenJPtAh70gcWzrf/s5HSYmZCNevryAUimZMtOB16fkGWCNlJ56IkyHRE0wly6Wl4kakJhj34DZHQBEWAfWu6nbGNrA85QqKrKSVEfegR/7q/+vKdrNJrjReR98eeyxCC96US393c3pYDKeqzjOGuVaRBHPehW58ekFrNlxYEGH5gdOs9UrZs50QYfhYeCb33Q1/lB4h342hjvUG9s0UgHXuJmOiFc4+z292j6Vloop/09DZLpKUn+/u0kTUOKGZsMr5Hd/PiZJmFapRdPY84TAaN48Hhig56f+veQa9hn88IoQOEbligoWGVja+6+PFZZZFuDip8+ECR3HZzQGuPPOYtCI5jE6p4MFHbJeeP8aOr6V4RV8r1RQQ6UGNdMhVOGBQAoBAj9J3NiYGEpayctnOmTDm3gNQNr/xBMRfv5zayASbA+BORStjOmQBb+vKhWj3pn7nvPWnRDTIQQcApY5o+WCC1rQ32+C64tf3pOlSsvlcHhFM6ADDSnNHikU8ktm8vtQIsm83BGAeO+2b7chPV//eksKDvhOhnprpv8bQQe+n0WL4rQ8n+xrbk6HeiwKLTQ6m2E6TJUlqO/L8IoQKKjFsso4303qQGoE/mipz3TQoMPe8XquXWvQ1ZVlOvC9joyYhnv81q0mwz5IEmDZsvIkiDa1JIGyr4aZDlH0bIIOJpOjI09CiSRtaKttX09PhM7OZDLUac+1m+sEpRHoENIDxscNNm6McOedBRxySJaN4QNoGrydjk6fl0gSkGfZ06DD7bcX8JOfTD2RN8dqOMGsZUbniZ7Hvm6ugUvKwAAwb96+8Ip9shtCbxsHmMt0MCmddsaMxkZB6NohWlXouGY99KFzdWIp3xiOIjHaQx7xUOzadKhYFFHqElQqriLYCHTQ97OggygpExOYZDpYo9Q1GA1KJftbs0Y4N97QO1m5soAXvSh22kKht0a3+bHHIpx8cn7pS7Ix8hJJ6gWz2cWM7Z4K+6a5RJJhpkOInp3HspiYcMMd6nnO8ujzUxUmLtQyMiJtyWM66PFEJX66StLAgKvw6fAKndQuL+t8HCM3DIrSaF7GsR1LeX25eXOEWbOaA3h4P+1ZBbIZ+ilUrvhOdaWAUCJJMoD8+a+PySuZ6Ru9URSmDmugV2ezrlf6KtTPBKW4HxSL9lk5tvxEksJ0sKCDryha0MECFro9Y2PIsLzyxN9rODf7+qzhNTxsn1uDDlr8NUL3u18Rwu0fnu/naQmDRSGmQ6PwCh902LlTgOnmQIeswe4fnydU6BkGpxlSfnJL3U72ZbPhFXlGxMSEvbcwHaynLfQu8sB8Czpgsl32nuPjEorpU8H964bWjUZrjj5/ul5kjqMQiBUq3UsvJXU75oby9aN6a2peP7BSEkGzvSHcH2bPThxwW55BQJUQi+6//7uIe++1yuXWrSazx+m5O3u2hNxu2ODmKMqTPLZIfz+wcGGcJt7b00ImXbNMhziWEoiUENOhp+fZYTr4+XbqAchjY3nhFVaXKZeTjOHvr7N6rQzpb42kcXjF1K7XSH75y9K0xgptspAu2izTwebx0E4j+zsgTsXvf780yXR47uS02NOyD3TYC0JFh4un9vyzUgEgXqupgw7Z+NaQ1PO03HtvoaE3o6UlL6eD3H/mTLcUUr2NthHlsJ7Esa0W4YMtzVavoHIosW2C8La0uAa7Dlshu4Jt5jvSm8noqGTs18L+CPXFqlURurritO3aGAxlN25EtaIiFyrLI23NGkaNhO0eG2s+WVNz4RUGM2YgqNhokUziYabDWWeVnTj4PKHRCTTnxa8n4+Mmw3S45poSHniggKEhk1GY9d/PRniFn9NBl8zk/QEZa93dZnKc5V3bUkS7uuLcUBRRPK1hFDpmyxaDgw5qTlmzLAJX0RWGgvucQNZTzfAKyQ2QZLzYGvCl+AZuo+oVPrB1/fXuTfR71skVQzkdQusR28jx4SeS1DkdNOBijAVdeH+CwzyHz0RqO/uQQu+zb0CHRHuwAZmbhYL1znM86GcMebT9++h7h5gOFJ2kU+9lIW8RhUabnYdZlgA/QzkdaGSF9k6tGOsxMJ1ybzqXkP7kPPA9ZCyrmsd0kD0222g/2aT2iOr9W1OrQ/NYt0+LvyaUy7ZKEUtBNxtece21xdQo5T7QjMdfxvz01ljuk74e5gNl7DvRDZJJ0CEbXtHIAxwCHYaHgdNPb03n+1RyEY2MTN9DunmzwQEHxBkAmAwe5iLy38HIiOs06eszab4FfQwg/dXRIWvjvfcWsGJFYxMkb37v2iUGfF6lmL4+4MYbC3jggemZOaEcHXlCZt+119q9geC/bp8Nr9iz1Ss0oxMI7zOUeuEV4+PyrkqlbIiDP5Y16DAdpoNm9/myp0GZNWsMenuz5SmbEQI0fl4XoDnQgTaSMcCnP92Kvj73XLZpxYoCrr66hIEBs4/psE92T3ymg16gpdyV/L+tTTbXiy9uaRrlapbp4COhWs45p+wkGvQlSUTJySuZWSgQvXbP0bRldyOefgb/JDGpUhcKr5gK6CBMB0wyHbLhFRp00OEVVIB0ropNmyKcfbZrkbKMqP8uh4elP+lh9I1BKmchRT1POA5CFC7A3WSaH1vS/u3bDc47LxBXkNOOZjwzfnbekGJRq2WTevHZRkZMSoOtB6hJv8hJuws6EDzUMj4uIAqVPZ9lYpORSnujaPqJr+oxHQg60OMG2Lbcfbd45+M4n6Vz441F3HFHEXEMfPGL42hrS9Ix+eCDUZrAslIJG1paNm2KcOCBcVMbvPZGu2wcm2zOB9H0vKfRrYEDmwPBBOn0/nhphumgz1m9OnKSgWrjbWTEloMdGBCjvFEiSTKtbHiFfOqcDkliMuPPj+GVXBfJJC3YlhJNEpOuKUCW6dDa6nre8uZHiOnQ0mLLJdNg1IZzaF7699HrNv8fagMrfPjt8EHsEFjEecjx0Gz1CrlnOLzCfxZex6+oou+RJ9aIdYFqgiR5TAcLOmSZY77SGuon7W3je5T93s7HUNvz9lu2X4c/ZZkO+f0J2DbedJOEgPDcvLZo2Z3KAHrt9OdsiOlAo6mlxTLZ/CoijYyxb32rJVP2cePGCDt2mHScT+V5/vM/S/jDH6ZHaX366QiHHx6nSXYpHDfDwyYzzgAbm06RMqnuC6ZTpVo1mDNHyqg363zKo+H39wOdnfk0/DPPbMVFF5Wxbt30zByCkM0yHUIAHK9D6ekx6OxM9rgnP4/pELoHq36Fvq9UJMcZWbP1dLQs6DA1vSaUz4Dt2tOJNn/zmxLe9a7KtPIk0OG2aZNJQbI77ijg//7f1iD72xc9jwGr//mABYHk4WFg7tz8fBd/6rIPdNgLwhq63ORdr7ZFKJn34be/LdbNHu9eO9+41yJKc/6OrePBQvcQpoP9m0IjgFUqVqyI0sWJ7WpvT5znmQ4Vy29LpRJWukPH+222oIOZrFksip3eCHSmXr/+NhWggYFsjLWWgQHxfPgL/BNPRDjqKLlYuZxgZMTPCk+mg6u81BOCP1mmg0m9wfp5mhEev2uXaTrEoh51Vkux6HuEsrGvmulw770FbN1qlDLOcAf5Oz+ngx0nbFejvgzVTqZky9dZMEKH5PA+2iM4MQHMm2fr1k9V+vtd5YvXtuEVROTd33ftMmn+i7z3KEayReVnzLBlM9eujbB6dZQex+eiB8yXzZsNDjoobmqOs40+CKUNbP+Z9byngcc+cEEHefY5c7KNDCWSzMuYrb3wAPCGN1Rx1122ERpcGhmxWb8HByUhlJ+MSz7td6xGMDFhcPjhMV73uupkexInkZxvbOd532kIafBpdFQzHeyJzGMgoEM+M8vvK8CGZtCTJ+PfZI73r6cNdR8IrLeHsTSj3w4/5lvfj2NCAwyhign8pCJ9992FtNqMz6qj+NellMtZpkM9YJS/h1hKApK4e4iu7EJgh0y8K64oYefO8B4bAh10++k0SJL8cEoK52EIxNDPqr2lAjq4c9vvE47zSkXAPY5hehv1/YaHga9+1UWJeO/pAMssaa7vR/H3TBrCZEGyypNvpDZjjD3xhAsSdHdLeAL7eCrPQ0dKSH7/+wJ27crfA9asEdBBh6zZZ5D9YNascH4LPf/a27Mll3UeoDlzElx7bRHLl9dn2Or7h3SWXbskyV/ePsOElX71tGalWhVmYzOA4eioybzn/ESS8bNSvUKD6/WYDqEwMkDGDcdxsZgEGYL6GWkkA9NjOrBinxYLnjdvdF9xRaluXw4NSU6YV76yNi32AJnQZ51Vxvnni/Nt+3aDzZsjZS/kn6/nMf8GXMYoYN/fyIjJhB8/n2Qf6LAXRCiSSWqM60Vfo+t6A/YX7TzRE72ewuYralMRKmOhODF6kgk6/OQnJfT1uSXcWltdoEWUneltBHHM6hWuoU7lqxmmAz1yAjrY2L288AoBOpK0zePjZjKHhXEWXl8GBhCMzXrsMcnnAIjSPjbmK/MmQ5dtpLiwtJrfB7WaMGikSod81+xizvsPDWWVsPx2NDfOQkwHf+zWahbgefjhCJs3G+f90BORpxQkiRjMNpGk+1x5ctVVJTz0UPYhfAMGsH05c6aM/zzQgeEVAjpMfeyPjbksAyAbu2+ThroKel+fhMfEscnN6VCtGgwNmRSkkQSF9j5U4HhteilCfblli8GiRVPL6WCM6x3WYJEPomnQoaXFMrD86hUAsGNHhPnz6wGqxgEd3HXCXbN4n4UL3XeojbfhYSkHW6sZDAxks1CH2ASMBa9U5NpLlsiPofAKP6cDPznvaCxKgk17rqxZtm9123mPenHA/N6tXiFKOeeoz4Qj2O6LPy7yGCb+34xz9xNq+kZJmOlg/y+f4XWjpUX2gWuvLWJgwBqWjXI66LnOd/nUUxE+97ly5pmMAf7qr9qwcaML0GigQCco8/uQRgF/J2Aexwbr15tchp3PINFJDuPYOOGAZMrwOF+SRPpqbMxW9CGoofd+HaYh+1q2ekWoTc88I4AD1wR/jAGyf3d324HAqh5+7opmJUmgQA73N99YIZggABDDK5AxUkOsnXoVmQAppc3KV7LnNE/FHx8PswLGxsQ4+8AH2nH11eFkeqtXC+gQqlogoIMwWkP7tAbLQnOeIcWVCtDRkeCWW4p4+OFCEOT1Jc+g7e+X/TTPkKSxP13Qge+zURtHR8PVFizoYM/ftcugo2P380tRdu4ENm40Gb1L666+5AGgmgXJ8Ao/5JHPNDLi2ijTAR3IkPnyl1ucdZSsgGbn8O9+V6gbznbLLUUcf3zVAcinIuPjog9VKtaB4VcPqqefi22S3Wx8gFmDRhr0fb7JPtBhL0gc6/AKk6nmQGRaJ91qdqHUC0i90kqNQId6aC5Bh1BiKW4ys2YhVdImJqgEy4GtrW6uiuksUPpcXSbPtjFbz5zH58Vqj47KIsRSaXqh86tXaK/O2Jh4gsfG8jOhA9Ifc+YkmQVJV64gIKMVY44XHzyoJ9x0/DFQqwnTpFKxm8pUQncAGYvN0tJkPOQDAb5xBADr1xtcdlkpc44wHex5GgiScWbScnKhTXTlygjnnVd25gfQ2HMxMRHenKhM+zkGAGD2bHnfvoHsMh2EWjmd8AqyarQSoP+vqZB+0rWdO20oCpkZAHDllUV1LaSgCRMUUqlIEhvPy3MZShIySMbGDGbMaE5RZl/6YQh5Ge59GqnPdNG/xTGwY4fE0PrzX187L9GoNp4B26+h9YR/00tBJX3ePHetCoGglYqM4/Fx13tEiivb6j87293SkmB8XNYQxmOL0WicnA7t7WQ6uH1EMK2ZNcZnZOn8BZyfGlgJlTH27+OHV/jjRrObaJRmmQ757dbXDM19/V1Li5uUtV5OB8C9Lq9D5ba722DFisLk7xYkL5VkbvnAFQ12fV0gzK7SIRcaMPfXHP8587zwSeKGV8g4yrIL9LXkOWweDPaXnlPao0umgx7HYUeBwapVkuWfY4v7gB67lUo2AXNraxIcc80I+w/Irv9+uAwdSLWajftnUnAfDNZ/T0wAX/xiOXMtLd3dERYvjtHXZxlczT6PhItmB2t/v+g5lYqEJPiSJAJOz5uXNaAt6GAyCYIlF5A75uj80MdR5x0bc5lnzTyXgIrZZ9q1q354BcfOdBNNNptIkmt+iA1TKLhMB21U7wnQ4Z57irjsslIG7Km33uWFIGkdnew3H8zl9b773RZcdVXJ+S3veXTYtRY6Ltavj9J7s3+mktOhry+/QkySSJjWm99cnbYhPzYm1dbYZsDq/QwVq9dW+87tOqn7i+NXs0/2gQ77ZLdEb7LiHXB/pxdZLxo6X0CzUm+zzfM62TZKG/r6gEcfdYcFPf3hRJI2vOLii1swOEivqlUM6Q3TJSSnu+CKhyXr9c0zPEPIu/ZKzpgh4Q1UNqmEuaCDNW4B2dhnziTTIb+t9HT6IIB8L3+3tiaT1GeXFpn1utbpFFjGCT1elGqVTAcXUGlGkkQo2UNDpunEaMLqyVcmRkbkmq2tspgPDgJf/nIZjzxSyCgPwnSg4iv0RR2b7b9zf/F/8EF58VMNr/A9p1pCBgAgHiABHcLoP2N+58xJpuV5GRgQD5EfgkCJIqt8+bHYO3cKoyeO3SozN91kQQcZl3YczZyZqMRhFoDQyfw0CEQZGZEx7W+a9ZQCab8LOug10w+v0AanT9PWYWJxLHRWX8nWRqT2EPnjx382KvPZHDV6TbHhFSGmQ0io3FYqxgExCc7x3dqEVInzzAQsyPTQceZ8DklYLH/770WS1dm9ox7TQff96Kisiza8ghVcLLgZKpmp28VEj3oc8Hi/HdoI9j3l9UGHrOGQZ8i1tLihUgy1yguv0DkYeD2yBPx9x4IOcqBmCPCf7/3iffTfZLJQCE7REOZ4DFGX8wCdOM6CDqG26PNaWsTg0sl1uSb47DLAloLWTAf/PbDtTz4Z4ZhjapnwCj2XmGmfQoZgKKRBDXAZAAAgAElEQVTHl7xnymM6hPYm9rewQE3QSPV1Eg3+U/y9ZutWgyOOcEGH5pkO4RwyAwMmnT8Ms9Ki18liMcmsEZrpoPvit78t4p57CunxMueF+ap1WIJDY2Oyj+lrNxL2c+hZJTFpeD/lusRxPVWRxKCN28iQOl9HqlQE6NWJxwmSy/yaXru07Nxp8MADBQwOGm/vM86nL3PmZMM8NZtVQIdwbg8ga5/U0+nf/e724Ptj6Jowmux1okgSbTajp46MMLQl/Pujj0ZYsiTGrFluXro8+fnPi7j0UlepF6aD6zwm04w5ghqBDgR65O9wQnDuC+VymDnzfJF9oMNeEMZbxbEtcaZFMx04MElnnorUQ09DSfC08Lzrry/iH/6h1fmNXo2QEkKjXhvk9Kpq0GFszOArXymjpycLXExFhOkgG4JvIFDZePrpyFFsfaVTGwhz50oCzJYWN5maH16hF5bxcQErSKvLEzId9LOuXSuLIEWMLbmeBh18+m+jxVJ7GEZHXUZAe7sARpq50YyIkSpgUT1amt68dP6SkAwNSVwox+rVV5fwjndU03htLdWqcWJBtXHnx3DT4HK9K/LpMx0aKREhz6lF4N2xZJkOMo58BdqOJzPpya5/7zyhAesb4BQ/vEJXy9m1y6TlRWfMsKFOWmGvVGx1jGKR4RXWmKSS4TMd/L7cssXgBS/IJso6/fRwIlJtbLqAikEzIBGNOxqvvnHI5/GVf44X7b3PWyf4qZkOfugFz5NEknLdejkd9H0YXuGPD9kPktQw41rrh1dwfRWmAxNJusw0hoSxT3R7/LnTLOjAnA7j47Yv/XPDQLC7B/jhD36uEP5fP4/r1TOZZ9L3D4VX+M9FkeogSfospACHQAc/GSX/39oqYyUUYw1owyNxfssDHbIhc8bZ68tlayCIgWaCQEyI6aDvzTlO0CHUdv1dqSSAvU5qyXuG6dvM6WCcMezPuTiWffKFL4wzIIBmHEgIgnt9YTrUXzNGRsLrkQYdQgakFu4RAvAlKcNTg31Adk/K21v078aIXrJr13RAhzArcWAgG6LS3480QfDq1REOO0xu4gPGHNs2p4N9B2SK8vj3v78NUUSj1h5HnVfKZYefPU/qMZl8b7wWft+sLv3kk3aS//a3RTRbvYJlRv3QxVpN9lvqTjt3WmBnTyWS7OszePnL4/SalHoAcpIIQ6S3113UNNBWKGQdB2QyAeFEufX6idfWrAfOH8nPZQFlMh2a6R+Osbwx8OtfF/GOd8iPukJUnlx2WUuGiTo+Lk7GQoH9Zp0Du3ZlHYu++Pu279TiudzTZs5k3+8+KPVclH2gw16QOCbKZo1VLSecUMX++4tyyXJpOjt6s1KPhud7h3zheXkxuDoxWWiTfPWra+jsFIWXXlXer7U1STcmrdhMR8TDkuQwHcRQP/XU1jTLbIjpQKV3eNigo0Po7n7JTGZKl//bnByART4b5XQYHBRUX7dTQitc0IHAgAajsgkh6/cLnzOKgJtvLuLuuwtp21tbLdOh2XjXahW4//4C2tvFM5+3WA8MAF/5Stk5rx7yOzAgGzRleNjg4IPjoGLhb0ZaSdbx4w88UJg0nNy+5mbvMx0ajb2Qws78Eb4CyM3XMh3sb9oIE0Q/XJGhGenvN5n4Vd1GHXqhs24PDcnYZaxve3uSglIadGB4BcfIjBlWWXOZDu6n35ebN0dYtCjLuOntDS8+Wsnwy7pqCmOesGxjKLzCN/wobHOxKOuSNoBCxi6Vbhd0sMfp9zw6KkoDFQuGNtlrZvuN4RW+d9zP6UDj1wfRymXxpmlljdfTIUUc/36pWs2QqCc+s0hKyCaTWfutoa6BFc1c0PfUfaAZZpxfYaaDBqlcb2kokaR7/ex3/vFyXZfBoBlvvvjXtUwHGct5gDS/90E1N8dC+Fz+RmM2imR+a6aDBUzc83zDgMdQb9AeYQIieW2JYzPJdJDxB9hkekkSTrAsFVQS6NBLDaixTRKyIYA31xmyA/QYnZiQHDV27knekkbhCGNjkm8jxPqQ/TJpmEhSMx0k7l/mFfU3ir9fhDL2698FtI3R0mJzPdXT20LPFgId+vuNAyIDwIkntuPf/k0QMCaRBGw+GN2+OLaVedy1C2npau4ThYKADtp4o847OmpymQ7PPGOwZUv2YUNedM4Bv9JGSJphOrztbe0444wynnhCBu4vf1lMq5o12quHh2W/DOUBaW+3DIgdOww6O+Vi9YCkyy8v4fzzW8I/etLba/Ce98gL1+/l6aet/huSefOSzJ6s7RKGVzz2WAG33SabUr3QLf1bSNg3Z55pKz7IXBAGjrYtQg6kPGHVvRCjo6fHoKfHlqaXcZ0/FpiU1l87GC7a0pJgwYIE27bZtX3dOnEi1huD3Hu1/unqca5OMGtWFvB5Psk+0GEvCBdIoVtl6XUHHpjgda+rolCwFNjpMh3qKej1Ni9OmrCSLsa1Zg9QSPltbweOPDLGxARS0MGGlNgER6SWT9Xosvcj0yFrIGhFx8a1m0kj2H14SVwnBsLQEEEH+4ykM/P/OmSAixDrGefJyEg2tl3ncwAsAsrwCiqvvmFTj2lw1lllrF4dOQqKThpJw4fP0QyCum6dwdVXl9DejrqgAz0dFHrA8kEHpKADARBm/w4pFprOHwIdxsaEnWNMkkHHea6vADcCHUIAyPi4jLuQEgmI96ZeIkl6wiT/SZIbPrVyZRRUvAYHCTrY33zQgX/rmO+dOw0OOCBJmQ5cfxjuoZkYLGMWRfmJJDWNNkRjZq13X2nIS0RKFpFmavD70P+1FAry/gn8UVnhHOjpkXwOvtB45sZej+qtPzkHfeBOG5xUzHWcZl5OB85R0rKlkoRtgIQ92HbJu0kcZgaA1EDh8zPRoO+N4nl5OR0aMR10vXFAMx1s4ls9R0OAr+5P5jnQ4ygc42/7iaIVuJBRop85dM08w5TPp8Mr8ko8+n3G6xEU14Y77wkgY5jqccb925/bev8ihZ2gg85HpPvCV1pDoAPnggCUVoHX+1o+0wFpaOKaNRFOPbU1E16hhTkd2G55NvGIf+lL5bQPVq2K8MIX1tJ+5HsoFl3DjmwrziPNdND9d8UVJceLPTEhJWQ3b856aysVg/b2kAGZPZZAQ6UC3HADjdTQu7N/+wxNwD2+uzvCQQclKJVYFjwJrrNa9DrOsoe+aEDcBUnlWM10kDXEBfEEUMiGVxBMr9VMytQsFoGODjhMh8FBAZzGx+HkdNB98cUvtuJb38oa2yx9rGVwUPbcZoyzvJwCWhiSdsUVMvDHx03KdGikL3DN5x6ndZS2Ngs6SOUK+dGv3qVlzZoIDz3UXNnTvj6Do4+O8Td/U3HeyyWXSD+G7mGM9dhr0Xt0sSjjYNMmg/Xro/S5eL1sTrWwfeGHRw0MGMW4MSnTQYeEEjxvRk/t65Nj3v/+tsycvf76Ik44wTbUB9MA0bf4vhhu6usqdDKWSsCCBTG2b7dA57p1BosXx3XtGepKmukQcijyOzId9oVX7JNpyZYtsiAzPIGKyPbtBitXRulAlEmepArJdOK+m4llrMeEAPKVRG2s+gaB9SSLkjA+bhymQ7mcpAY10fZ6k3RwEHjggfDQFNDBLQHJ7/Xzc+GgxzQPoKDhwqzlemPW/9clMyWngzxLOcwaT8VXTDdsiHDwwYnzu4AOwnRgxuS83AEhuf/+ArZtM054js78L3Rfk/Zd3ib9k5+U0N3terLb24VmH1Jk2Dd+1YF6TIfBQZuUh89FFlC9iiY+6BBSbrNAjf1efzYCvISund2QfTYM2w+IMkbPjm6jNgDoeSd1NiRXXVVKKa9aBgYEdKgXXqEVT6H5GuzcabD//kma3LW9PXG8YZpyOzBgw3R0eAUVTh7HzxCNecuWCAcckGTign2FwD6Daeityntfra3yLBz3NGC57mzfHmG//bInu6CDfQ95lFf9PqVSgOvt00oE10rOiRBFlZ9f+IIgzFR4NbuD7fGrV+j1meOZoC6fiWuIZjro433AxN6j/p7DNdYCmyZNJMlY/RDTIXQdLX5OB3qQfcZCpWKc4yik6epnkk+THlsPdNC/cQxpT3aeQq2vwWcyBpN5LrIhCnY/dM/R7QgxHfy9QLPJSqUkXZfYF1wnm2E6+Psm359ue2j+EVwmK8EHg0PZ2gV0kO/1mqzzPSWJrCFHHhlPMkbs2iEsLfsiuL5LFQszCTpk++uhhyI8+KAdMFz71q613+k5rr3TlFCSwDiW7zs7E9x0U5iO768VjcIrNmwQ5p8ALCb1kNbbsz784TZ8+MNtuO22Qm5OB8060AA/gYItWwScBuA4mACOE2FK+KADnRm1mhsm7DMdCJpXKu7+7wMYeeuF32f9/QazZzdHw6/VmstJ9cIXxmhvT7ByZYTRUTLQ8vcm6qjM6cBxmiTAnXcWcMstRbS3W7B6dFQALaB+eIUfalhPGJr39rdXg+t3PaYDDXaKXuPIdGDyUV4rBIpybwqFNtK5wrEhJV3tNej19/P1NGt0k+kAuKET1aq8gze+0V4k1Off/35LqtssWhTj4ovHMrrK+LhJgYAFCxJs324BvE2bIhx8cBh02LbN4Jpriinzq154RZLYfpk1a18iyX2yG/LhD7elSoJeVK+6qoTPfrY19SgwGRSZDnm1lrXcd5+LEDSiztejHfK8euEVmtKuf9OGbqViJg0cm7jS0vttbHi9TXTz5gi/+U2WQjA4KAY2s4P7G6NWnnRGdT+xIdtMJX50VMADvbnrd1WrGQe4YAkdTS31RSvH/P+mTQYLFiQZQ5lMh9FRetSzNH4+T97mOWMGKVxE0u1zUInie8wbI1dcUcLDD9uwDACTTId8mrGv8BN0yBtng4MmjelsbU1SOmY9byWQVZhZMtXvy1pNqjI8/HCUbmSaygs0Bh20wr59u8HICFLDqh7ooBVn3kfTtFlNwI93BaTs1ZYtBg8+WMjkfAEEEPDDK7TBrBUGxhkniXibFi6MU8WHiVP5fBp0EOXMTIIOLkBoS2ba5w4ZYmQ6+OPXZ3dR4hj4zGcm8MlPZge2NgT87wCuK9Yr648HVq7IXlfGju/58N9tyIsdihn3cxAUCjJn2tsTB4Dwn40KE2PBfWOP4RVct5mXJy+8ArBACg02/Y74f7+EZ/NMB/d6utQns/aHwF3/epoxRyYC7x1FCW68sYg778xS7tzwCvtM7Bt9X/3MeUbb+LgYef7x3Efp+c7rDz9Eg/3D8Ao/xlq/L8CCPLrffa9X6Jk0y6hYFCOR4TEaKAmBDhrY1W1OEltliiyG0L0p3EuE6ZD1XOeFV1C/0b9Xq3Z94L0OPjhJHR16bLtrr5yzZYvBN7/ZMhlekWTG8tatEZ54ooCREeCHPyyhUhEjcc0aF3TgecJ0cOesbwDIfiXr6Cc+MYEjjojTPUIbf75ORuaMey37t2U62PnbKFykp0fG6K23FuuCDhqYYptGR0Una2+3egmBy4EB0UloFAnTwQcK7P7GdxhFSMNWKQMDAs6IPmLP99fbENNW2uv2WX+/lJ7UHvEf/jBMO503T0JE3/3utuDvbMOsWQle+coa1qyJUmC+pSVfX7jwwjLi2Obxoc4ex8CPf1zCbbcVMWOGW91Hh3rmXXcqlRsoeSBG3nVCiSS17l8qJZPhhxaw0Tqa3tNYypjrG8MxPvvZVixfLv/nfGKZesCCpwzR4frll3CuJ729NqRJz9EVKyK8+MVxrlPQAtl2vrS1AYsXxxnQQea19ImADjY0iwAJr3f33QV85COyyD3+eIRLL21x5jGQHc+1GnDrrQWcd540dtaspGmmx5+i7AMd9oKQGsgEb4CdUKTTUnFobRV6TR4dWcuPf1xyJkhoo9cSUgB9z0peskk30ZhtmywSSXoM4/B9zw497c0wHZJEDHRf7r67gE2bIpTLXKBcBUo/Pz0ispFlq3pEUZJSyEZHZXOhEQNQsbOLmZvTwaQMgFY356a6vxh4enO59lop3aNFEpfZnA5jY6Yu02HZsvAqysXaj22v1RgbKwudVCEJtxnIGiZ8TiAMeDD7MMVnOtx6q7AwKDqnQ1sbcw40TpbFDU+DSqw4wnZzjA4MSP12n+mg49u1JImNgeS9OD+vuaaIRx4ppOEV/mbIjYE5HdgHvI41nGWzLRZteU3K7bcX8NGPireqoyNxkqPpfpOkhPre9v9urL1l5uzcKYkdmdOjvV3GJs/V433u3CQtzUlQjb9xDNx6azF9ntA7GxgQBcxPTOgzk3RfH3NMjGOOcX/0Peah5ySDiuPHD6/Yvt1g/vywth7KY5A3BtmOI4+M8Za3VDPrqG4rINeVcW4rGfjXimPr3ZXqOC5YyOv4TAftMdFMByaSJNtMGAj2Henz/MSWOheEfJcPEOlcCoBNYik5HYzTF3khOPWYDgAyyYa1gqjP0dfzPfih6/veuLVrI/zXf5Wc69GzrA34vLBEPyyH9yX7I/ScgHUshJgOllUXBhQ5j2R+yVwtly3QYSuIhI1bH8Aj+zKOxVDkutQ4pwPDK2xiTKA+M4SsGsBdk+PYNdgAC9gJ08Gk8zW0J+7aZSaNXs10kAYMDQH77x+jv9/gmWciPPJIAZWKwZFHxhmmA9ukDUWKXieuu66I7m6TAu5sF6tc5a1X7B+/PznWzj67jI0bDRYtkvA0JmitZ6Dy+2IxwfLlBfT3h1mJg4NifJORpJ0rTz0VYfFi27F0kP3616XUsVWricHIfDUU7QVnmEuhkGSM2oEBCwBHEXDMMTWn/byHrsDw7/9eSo/xDdDBQQEd6BGPY+CWW1zEgu+TycL98EcK3+2cOVJVa2TEGtV5AEC1KsBHb69RTAerc5JFoEN19PPVY2ho5t/HP56jYE6Kvxf4kgdW+aCQAAD2YI47AbHseqxDOCl+OPWPfiQlPPv7pbQmjyGwwLkuOYySlImydGkrBgeNY6A3kr4+m5xThyBv2iRlZ30xBvjVr4r47GfLk+fYkCc6fUMOklIpmQyvEKYD+4FzlWNkxw6DTZuitG2ABfxc0MFeW48XQMaSlCxvrg/+1GQf6LAXhBRyxnRHkTXguGHz+9ZWKTfUDNNhZMSn8tU33EK/++wFvegDWtm13/teF9/Q5SLEhZDGgfaY1kPuSbH020qFPD+RpL2upoP7dH+2ra3NMh1aWpK0nXwum8guy5YoFm3Cq5DQ+KKROjICPPxwAa95jbvTkJ3AnA5MApj1qEu/USGnaNRYx3u7oEOShrxoxkpIeJ5mOlCaAR3ofWPbv/KVMu6/3yJZg4OyqALSroEBk8b0523CVOj88cD69IA2ImVD2LrVpLkNdPgP4Cr0gLT/1FPt5q43hd5eKrTh8Ar206xZbsk5uY4bR8s4b98QZcwkALzxjdVMFmwgHF6h/6/BQnpokkQ2s4ULkxQIlCopJjU8Od6rVRodmAQd3ESS9EbcfHMxPT4UzsJ3qZUqreD+7ncF/P73LrLZSGHKW9OoIOg1S/9fgw4jI8gwUfwSWmIAuQY5758kwDveUcEnP1nJAE/6HYsBL9RVJoTyc57wHCbB06XU3JwO1ghmyVitvFB0KAWVcHqQjBFjgAwNtpOi29yI6aCZCRQbXpHNKSDPkGSuGbqPZjD448GCDkbtU+71Qu9DXzOO3fAVY6yyqY1kzYxoFnTg++F1yP7IA0LoffPnB4ELP95bg2Ff+1oLNm+OUkNXmA52LHPt8tkfoXZwXeV6LXlpsoybPCAur2QmkO+88Mu9CsBjMop+W5tdJ8fG5G//mpWKnN/fb9Jr+CUz41jGZqUCdHeb1Pg54ACJzdbPwzYJJd69l17DLr+8hOFhk/Y128WwpvXrLaPTN1ol/0G2L6tVYa6OjQkFn8l/Od/zgEACw5WKwVFH1dIQTV/6+8U4a2tz9yUAWLmygCOOsI0iW2p0VN4vj5XqFdnwCvYL32EovIJJuyknnlid7FfX46vf8d13F9Pvec9zzimnzzNnjg3jGx5GJkE7rzV3bpKyyvr7s33Dd03QYWjIXRdCYQvcS4QJaSYdhfJdksh+XSoxp4Nlg+gkshoUfOQRu+hpL/f69VHd0FqKzkeWx/rS0tHhsi2Zt4BSKrHaQ5jpYJ2mWSfj4KCZzGeBtHLE2Jgum2odHQT+h4YMnn46wtq1UUPnqZa+PrvH637ats1g//2zC1eSAHfcUUBPT5SeI/fPOgm1FAryrMyFwfdz6KGx8y71url9u4DxBFf4XMxjQfFBiFmzgMMOA555Jsp9f3/Ksg902AtCuiuzk5NWDmhlk7/JoAsZHr7IhuB6ROqBDo8/HuHCC10r2SbqC4MBb3lLO3bscBNphSi0gP20oIMcyGRjtZpdrBt5tatV8T7rEBJuIn7JTC6GLujgLvR+mwsF8aYUCtZbI0YMJs9zWSk6pwNA0MGkVFkffKBHnwrQzTcX8Rd/Uc0sqDQsmNOBBkPIoAOQicPTJYP8uDFpu02MJYyN8CZKsewOIvW240Jx+WKQasVBlJ4LL7SaqFY2BIyxTAepLy2LcmiB1Qq8T9/WTAdpO48z2L5dNkvSbfm77ps80UZMT4+ZzFMi89ZXQtjvM2cmaR6WENOBDCDJuJ2l3PI5XvnKGm64oZhWX9H95pdfzPOoTUyYtHpFb6/BggVxGvIkJTPt/emdqVTk+joMg8BdHBvnbz6PX9Z12zYJ5QBc0EF7R9ati5wxrBlFWkLx8r4ce2wNL3tZzSmJ6TMd6F3bvDnC179us1NrkIrie1JDHnMgHIYRx7KOcE3p75dxPmuWXeu1MISGLBAabnp94LzQnnq/ugWAlCVB0EGHPUQRqwZopoN+RmvY6LAHX+j995kWBFUIOujz/fZS/ON03HsIdKCEwit4vUYJlGnY0ZtnjBsy5oMOzKquf8te13putZFC1kGewmjDK4C+Pkl4xv7gXqPXOpfFZDA8bI3ZcjmZNNBtfD0BkJBx64MzGpTv6JA1LEkah1cAumSmPYBsl5DkMR2095PntrXBYTq0t8s40ftipUKGmfxfg2taN+C9NmxgrL7MN1mz9XEWDPeZpmzXPffY8DfuEzQ0WMVl06YIK1bIg/prDIEhLXwPgN1v+T453/LWQFtVCHjjG2uIonB4xdCQrO9SPtu93sqVtnIFYJkOo6NmMrzCJh6WeW6fh3OkVtNMh6xRK2PV3tPfi9euFdBIz+uBAaR5YghoPvqoHNDfD8yZY/eZgQHjeLprNZuwdd68JAWYaGxqoW61//7CBNFJk/09gUJAZds2CzpoYxqQ+8+caa/P6/H59XU//3nr9PD1A7+EY0j0mNcOyzzAUDsV5BzZ43UbmLhVlyr2mQ5MlEkAoVaT6w4Py28f+lAFH/pQBePjJp03Wsfm2sZE6GvXRsH1No5d/fNv/7YNlYrPdJDfvva1FmzcGGHhwvBCtHVrlOopBFUGB61eKm1zASqCMHxvfHeHHuquNzrUbPt2YZkyvMKOeeOBDi4IOHOmXHPx4hgrVz7/TPTn3xM9B4VKIOM8NXWGGzap/uVygtmzk6CB58vISDaWuJFBddddLgWNg98i+dkZ39vrgg5ZSpy9P2ATSVqQIEmBCMt0aLyQXnFFCWefbXcqy3RwPUl8Bq3g6vJQPkuBQAkNUil9aanC/nPZ8AprKFjQQY757W9HcMQRtmNYpYEK7OOPR3jVq7KufCrZZDpoxV73ERf5vj73nVvqXpbCxbaTOUMltRmmA+8nNeDl/2Gmg+tZoXKybp1dWnTiKJ3Toa1NlNxiMR9hbm1NcM89EqKhS8oB7gIvRmSSKoJbt0aYmLCeLx4DNKZ7a9ChtzeCJIE0Kcjh00uZeNH3sNIY5WbNY/0kQTSmzjlnHLNmiVfm5z9341OZpKxalZjJBx90PQL6/zoWVW/Klumgwyvkk+EVvI6MRzsXZs3Kltj0+2Lz5ihNRqbRf518sqfH3XDzqNhavvGNcCmrj3ykgpNPrqSgg97YAVGadU6HJUtsP2hWAEUDHRs3Gjz1VJQer+/ts3L4jkdGxDgqFsXAmTs3yYTS8Dr0hJKizbHsgwqaXk1WgjaQAQ1Y2FhQMusAm9U/BDoQrA2FQWgJgQ6lklxT5lmSoY7HsQnGo+t1lNfWBjbfYag9bLt+zz7TQYcr8FgaTiGGhB6DGoBh/zViOrAktGXQhJkOfngFGX3MVK9BBw0I6D7UuWGSBFi0KMFnPjPh3JPP5K9r/ji2QIz8zRAxn+kQeg9xLO0cHkaG6dBoHOm+49jmWsM2t7aSlWfSHErcs23VF5N61Gs1F1yzoIPVXTZsiFIwqVgEDjkkwYYNkTNOgDDTgcdce20Rb3oTvfTWOSHsVasPDAzYPvL3Rx900EDErFnySQ9yI9DBMh3ESDnvvLHg/i4sR6Ft++/o6acjHHKI/cK+E6tjaoaRG17I5zIO02HWrGwydA1kWdah/E3nkp6ftZrB4KDts5ER2YOqVVlTGV7BUAfuo7/5TTGtlALIvrZ1q7zcUOnmSsXg2GNreNObapNMB/tsPquNQqdSX5+EV8ye7RrngIzHmTPdnA6cV/WSJ/vM3BA7wxet+2vWUEi3oc7p65Ga1cpwb2Hf2rnp2wl0aAnzSXSXJJGwztmzZezOmCH6P8eqDunk3HzqqQhveEMVDz1UCALVP/tZCZ/4hCyca9ca9PQIm4jrJWABsBtuKOKRRyLsv392IapWZTwQAGHIh4AOckySAL/+dREnnmg7pFCwe3R7u60+dsghsTNG9Bjv6RHgg2H1ev/1bSjtyKK+/Hd/V8ktNf6nLPtAh70gNFoF6UxSYwuwHnKiaG1tsvk3Cq+gUpSnNIfk0ktHccgh7irEBcWnemoZHDQZJU//n7/54RVaKabRa8GA/HaSuqnj7AF3wdaoK9FwPn+xaFF3WZQS59pDQxb8kWQ5VrnXCuvOnQY//nEpXdh03xaLbo1yX+jRp8IQx+EkSRZ0IH7tGNwAACAASURBVNPBBJkOXFBJBaNoFF0r7NrQmzEjSancjcIrokiei/W7JfRDnjEEhIVyOogBZr/T/aYRZcn1YQG30Ngrl4E77ihi3booyHTwPcM04rZtM5NKX+IouH57gLByTkNSmA4mTfAZCq8oFBKHmuhTEPVY5bNqcI/v9oAD4tQgCXk3qKh0d4uh4rM8KDoxIcN82C7J6WANfz+8wk+6yfNmz06CoIMWyYBumQ7a28jn7O11Qao8bzhg+/mxxwqTjJpwiVrOF7IXtHB9Peec8fTZNOig372ec9/9bgu+972WjEHM4/yEfBzz7e0J/tf/quH1r6/ihBOqGZoxhX0pTAdrrLg5HZJMTgcdPsJ3zjVI56kQYNbAGPHaMk8MkKXfsi+eeirCLbcUgnsIGT6yXiVp34qx5YZXaNAtxFoIrf26j/3KB7o9oTK4fq4Cfz5zDfbDK7hv8G97fwsSyr3Ca7ztf0zmcLDJbZ9+OsJZZ1nvpQYdNNNhZMQF/gmS2/YmDqNI9ylBFKHjW/Yf34G/zvtAhGZ/xLHQy21OB7d/fSEbgiUz7bFhHYTP7+sKfA8ETDQoQeCM1G8+qzYYOL8YhtHamjihQrymMRJvPWtWkoKybW2iZ116aQl33mmNnfb2fKbDwIBJdSgaw8WivNOhIWuYELzxx79vcLCNFnSwTqjxcRfkC4nNtyRz85BDEvjltTUY1taWZICP/fdPguvq2Jgt483js3oJ0r7Q1Su4bm7aZLB1q0lDgCgcX7wWmb1+WE9/v0n7hw6roSHp3zlzbCgIx22lIs4qXSll3rwEW7fK7/zUIqVOqZNY3Zzsl3vuyW5Q/f3ixR4eNmnYiW432yKgg3WAaaZDng7sj5m8SldauGb5jICQrqPn3lVXFXHeeS0YG3NZreLZl7a71Svk/1xbZA6xMpoN/xXQwep5Y2NZpgPvA0iZ3OOPr2LdOvdZ5b0DzzxjUoYknQEDA8bZ8zVQOGOGC4bq/liyJHbeUaVisG2bm/9Jh5REERNryneS98PgQx+q4IADEoepp+fRxIRN4q7XPtFRrU3lg+Z0Eh14YAJdfeP5IvtAh2dROBC5yTExUHu7XUB1LG8UCb1rxoz8uvYUP34NEGXNX8jWr7ee8cMOs1muKaG469BzaGVeL2RxrBdSa5xqBaKzM8GOHVG6gPjXCN3vwAPj3JI+fggBN3K9oGvDTxsXf/hDhLvvLqSGviRsMg7tltLXZ/DTn5YcRZDPVSwmmZKZvnE9Z06SGl/0UvpCBFSqV5igdwtwgQZdJkiXBtVoqn6vupKFX0fclyjCJHpv0v5obc3WSKeIMegaYOKVsIatvp8bv+72QR7TgaUc/TGjDSleh14j0gLpLfbb3OjvatWgv9+9niSSTDwjSDaP0PzQiq+m//u5BLipt7TYjZ9MqG3bZEMUZZphGkJH1KL7geFcNAA0JZAJS/3wilpNlDM9RvVzSJiAew89Rh98MMKmTbbsmiSIQnptfgrTwfXEaGNel/PU/dzfb3Pj+KLnrijpoWOyLC5/XESRzWhPam6IAeAr3lwXyHQol4GTT66gvd3SvymW6WD7Xc8JH0SzrKcs04HH8lwBD6zRMjFh2+qCDm7/E/js7o5wwQXl3LWZ74r9xvnL0CN/L8kDlHzWiA/s5DGSAAuS++F+9eKY2X/0cPM7zm19PPtCgw6NmA7C5MselGU6WCWcv+t1kt8RBCCo4O9nIfCUx2ivuT/e80EH2cc7OsRwZlt9Crz/bC0t4QpOGsxh20ZHszl4+JsGQHVfkyUwPi7U70LBZzrY5JeSg8AyHbTzQPbXJE04K0B3krJPV64s4Be/KKVto2fW7Tt6dpN0vmmWTLksez5BYyYtjCJbQpV9Ew57kevPmcP5m6Rhd/VYSExiyP3fzxd0/PHtqUFZKonu6QMfhx0WplHQUIxjYM0aKQ2oAR2+A/YFgQM95z/96Vacf34LZs9O8NKX2hN5DK9FfUOP7TgWw1Lo6CbdfwYHTVq9gnOVa+zEhFxr8+Yo3UvnzpXwihe/uIZVq7JKmC5v29ZmgRzOPeYxYn+PjAjocMABMYaGMMl0cB1bFOYTAbLhFUxi6zOzdEJHIB908OcYAJx+etnxjhMw/MUvirjkkpbJNUVOnDkzwQMPFPDwwwUnH4q0AWAyUw06+HZCW5utXtHamqT37uuzoAOr4oyMmAyLm/0xOGiwZEmMtjZ3Lf/DHwpYurQV27ZFaZjupk3CINiyJUrZxIDr/Dr00PCYLpWQhhJxT6hUBPTo6pKJSRAesEAmc+ewzePjYqNwP2S/6FAr9qENk5L20zFGXYbrNgB8/OMTqZPo+Sr7QIdnUexiY9LBx5wONCL98IrWVtmc6xnlgF0Y8yjWlK9+tZzGLQLAwoWxg/b6Cn6eQRry5PJ4bVABtlIFv1+4UJDmOHaT0+WJ0EazB/g0SL0AinEVNnhcqqjtNyaS1B6wkPAaSWIV7EJBDMO86hWsI00jlbHTvtCIEKYD0k1BG+HVqiQUOvhg+UJvQpq6R4WZ5/CTbafnvxHTwf+7XE6c2uVJIl4jXt9XMms1UaTJdsgLpaFXqFTKGnKnndaK1aujVJkDsl40JtwErHJGZf0FL0jSrMG+ohtiNujveY3eXpPGyI+P20SSeo5wTmvxPfw+GygUXsF+aJus6sVxdfLJrTj33DIWLkxSJsf4uHhSkwS48cYR59kA+Z0lM33GAhVqGiRWGWZiLns8x2CtJkrV0JAkpXzf+yqpAkVv7bJlZWzZEuEFL+AczBo/lYrNkaHbxDa2tCS44IIy/umfys57AQRoq8d0oLGax5ooFOy4Z7/4AEYUAT/5Scnp/2ZAB87v4WE4cbG8js7Pw2tRgRbFxxpuuv0+mKW9tkA2vEI/P0PQeExbW+IoPbo9jJXX9/HFmCR9V/Z90Ygzaaw38wnwOjQAXaDav7b9Tj+fr4wDdq5oxofvKfKvzXco67g9T8fSaoZPFCVpSBW/y7s2IO/YLxunhffwwytIGdc16mWNdpkZegxqoyEE6mjDIGTc+mCZTiTJZLgEKnntPOYCmQ7+nPSBHB2KqOc6+4QGdxh08MMr7HyS8AomkkQ6/4wBfv/7AnbssM/S3g4cfHA8yYKUtbylRYBUY4QmzXvXC6/Q64ZmgDABoQ2vYLWixGE7SaJjN0yQyY8By3RgeIUkoEuCcxKwyR3FMWRze+g2s5JOS4v0D9vA59H5HCjGyD4yOmoZc694RS3jtOLaLqCDfKfBGwmHkDYedVSMH/xg1DmGbaSuoNloANLQGa07DgwYxXRIJkEHu59Vq5I01A+vOProGM88k1XCNNOMjBUgnCT89NNbccklLRgYAA44QJ5vdNQ4+rGuUueXk+X6UyhIjrXhYVeH031D8Z1vlGxiSglx1FU8OG7uuktCDnSIWUeHOAPpEKVeC9gccxMTdh2U8FZXt/eTlBN0GBy0OSJ4/ZEReRc6/IP909GRYO5cm5OIMjAg8/GppyJ0dMh3GzcKQLB+veQp4XqoGT6hUGZArr9kSYwZM+Q9k2UloEOctpfv4uabi2mIMfuaSV7rsVZ6e4U5wWScet8kK4jjU6+XIRvh+SbTfsSurq6oq6vr0q6urnu7urpu7+rqOtz7/eSurq4/dnV13dfV1fX2ye/26+rquqmrq+vOrq6u/+jq6mrPO/b5IFxMQjkduHHq8IpCQUqyHHBAkqvoUPwFnv/3B//QkJsw5sADE2zcaE/SKCbgUsLzRP+mKYSa5qTZEUT749hgaMg0lXuCVCdS+wG72fnGI7Oa6/AKvRlqpgPRb2GcJJm2h8TmdJDFolym599kvDx2oxcFgu8kj+lAhb+9XTwLbK9WxLdvN1i0SBSKlpZ8poNWTm39bJ0Q06RxsnmiY5kBy8LQiti6dQYf+EBbel9fmfUZDiGPP+Aix2Kk2h+ffNJ6nHWCRj32WMKS7YwiAWeqVSk7xo2Tikyj8Aoi8NxYe3oizJ8fTxogNi5en6+9F/71NBWRxxSLlrFw110FPPlklPZXS0uSGiTcfEdHhVa4//5JOq65iflhTxQqFvqdcDzpkpnCLLDjZ948d90RVoQ1SIaGJEZ11qwk9Q4licHq1REGBoSRQWqgXov4OTBgJitnuO3V3pWxMeDRR22MO0XCMrIGDs/TwGdo7dT5G7hW+O9Nn2erChE0dNvrG29JQqaDO7j8tljQwRqa+rm0Mc3kVfo+us2+AScMLJ6bOAwkHYrke9Y1MJcnpO9qY1TYedbLRePAP88HHf09xg8T8tui+55zVAMT2tCWZzLOeQxPkHXcHiceXxdY4DrChLhsU0h0eAXjmkOhGDoBphxvjdbhYeMYiQzlIwWXoIMOweA79kEOhsBwPIZCJv33w3eaJDa8gus0DaTQXk3QIUkaMx2KxSQtS80+02A9rz825uYrYiJJSXIn57a22tDTSsW2WUAHk4IOY2MGd95ZSJ9lxowEBx8cT+4nrPghIOjcuQlOPLGaAr4Mr9i4MbuQUJfx+6VcFkaTDa+Qa8+fnzhJFcky0N5eDZrNnMk+cxNJ5uljAjrYtmlAWxvuc+ZINRCpXmHbftxxVbz+9VkDLUlk79HVKzo7E2dd5zsALItNEhDKjcnaqFYtE4C5IzTVHNAlzg127kRabrO/3yZFZVjs0JBJmYc6p4OMDWnv+vVRavTOnZukoTXa4UeZmLBAUrls9WWCZXxHgBi/++0nINKiRTGGhrJhNKOjNi5fAxdaD+D1Nm6McM01tkoHj9OyZUt4AVq9OkrbLXuS6Hq33243CY6Bvj7pBw06zJ4t76xUSlKmQ6GQpOADWcB+eMXGjTbEqK2NzGbjgA4jI5ZVJqCDrHXz5rmh4zyG5S1ZjYQyOGjwzndW8KlPTaR767ZtBocdFmPjxshhZ7Kdhx0Wp1UzfDn00BhLlsTpmABs2ziPymXrtHzggUI6zrSTjKx12/e2jwDR2RcsiFNdz2ch68Sdmv20D3SoL38FoHXVqlXHAjgTwNf4Q1dX10IAnwHwGgBvAfCVrq6uMoBzAFy5atWq1wF4CMAn6xz7Jy8awaSnjRRBis1TIL91deVPGEAWiZUro3Qx1FRiUR7cjXJoyDigw0EHxdi40eDeewupwgtoQ8lujoBMsJNOcmF/16ttFWVuerLwuwYRYynHxurTBdmWKMJktmX3XoBeuG1VEMbTErV2mQ5udnT5lGtbY9D+7gM39D4J08GkddEBd1PR3l3mLuCC5G9MFCrZTLZpFyjbZp1PYMECN+yEFGrS3UMgElFaiV10N7Vt2wze+lbbyaSc6fa1tSVO7XK3+oD8//zzbUfYJIXu2PI9wS0tdjH2xwSN19ZW68XIMh3s+DdGFIQvf7mM8XHxQjAZUiOmgw86ECTq6bHlJi+9tCVDpWP/+O+Vhgz7Rsd8CgVW3tfatRGeeCJK+5ue4yuvHMXcuUnaz4ODwAteEKcK1sQE8OIXx7lziGNNt5Pvn/k9ajUq1/aZ58xxPd4zZiAtDTdnjijrUeRmVo9j8RJQMbbzK8sg2bpVQAk/vIvnlEryrlkBQj9fX5+ZBG+zD03atNw33Cm+Mh4KRfPZInwO31Ptex5p+I6MuB4vfV3fa69LBxOUBlxQ4ZWvrOGd77RuH87lPKYDnxOwlG4eo3ObhJgmeeFzWrguazaF9XiFAYdQqIQP/vhjtV54BQFTHzDKq16hr69ZSQyv4Jqi+5QA3VTDK/KYDn41Ab4vAlV6XBJU0Ikv88Ir5H24nUTqrgYdXJaJyfyfzztzZqL0iqyBpEU8m1nDCpB35K+RBCktUGMBDcbMs2Q0haw8Mh2KRcscGhqS7zs6EvT3y7MK6OCCQQLUyV5/yCG2JGKpJGESfX2i/B9xRIxzzxVraMYMAfa/+lU7sTQTh3u/ZnmyXTNnAl/72hgGBkxasrerK8Z557VM9o2cp5MsatCBxjnvwf1F9+fYmD1eU/ttKIe77/b3yzESXpE4oNDhh8fpXqulWBSHlQ7jpb4UcjBUqwZbt0Y48MA4XYPomZ6YQJo8Wl9ft1GHzNx6azFNeK4TSQ4NiVPuj3+M0rFJnWtwUPYWMibWr4/Q1ib3Yf+0t4t+zZwAFL3+trZaoKFUsvNBj8u2Np3TIdN1GBuzoIMGObXBz/V/40aDyy+3Y0OOs2NDWBrhBejcc8uZfpg5M8GSJfYFsX937ZLwKZ/pQCBWnGmy777mNTUYY/NCaYZrrSZgB1kBZMDGsQCCPT1m0plh1zmyUUZGxJmoc0Oxf5iEXXQj+4yDgzKnTjihmoZtx7GMp23bZL7rkIZG8vnPT2DGDKl8smOHjIPVqyMnHEN0ZMvYKJeT1D6T52GpbvmbILXub879YjHJ5GZhOVoCjHqtbuRsfj7I7oAOrwVwAwCsWrXqPgB/rn57FYC7V61aNb5q1ap+AKsBvESfA+B6AMfVOfZPWnbulARogPVQER0jog7YSXfIITFe8pI6wfaTcs01RXz2s625TAdfGR4eNg6yu2iRMB2uvrqYejyBLMpKpfvQQ2O8//0uCOJTZTVbgCV09PdsG++hQYCQUHl761urmDvXpacBLmLIzOG8B6nKPJbx7b4BJOyCxImBBuR6o6N+jLxlS+hkVTyeolFaof9Z0EGUxexDczEiBU1nw2abmRWbTBgfdKCXUZ7fBY2YKEwy7tq6wQDwzne24cYbi47x5TMdxLsEJ7xCK0y8z+23F51rADYPBftcKldoT27ibJp67PK9k7rM62rwSIdXAILmA1ICbNGiOAU1tCHM/rz4Yqsp85r0+nMT6O0VxYLhSYx91e2slzPCGph2g+HxVD63bbOeBCo+8+cn6Oy0tcXFU2fn9/i4wdFH13LZOTT+WdFEri1ggzBqmGDU9RzPnu2GV7BMZq0moCGZFaQM8p099VSEI4+M09AKwGUbcYxs3Sq1s90cILaNpZIcw/rrPuggHqns8xKko6EU2rilz+0PBCi16PMs3df2qT4uzHRAhukAuOVH/fAK0ujpsdLvtFyGE9+p36e0zTX6tKFIYCjEANHz3TIdrOGSJJJc7oQT7LrPZ9Ygm2aYsCqOZj2FwiN4T/97vS7X8/botV6f54eM6E+7BhtnfNPjmyRudSYyC5oNr2Aiybw9zQ+94NomQJULhhEkt+EVbvJanYzO32N5vl8yM9Q3vmhmIo/x9yH3eBME3nk/DW7QY8pnAaxB8swzEW68UV7K2Jgo6h/6kCyI1BmYWZ9JjUdHgb/+63Zcd10Rs2fLulap2NwoGthgv//t31bwZ39WS5lzwhoUBgKBQj7PjBmy5ofyZhE0BlwQnHqAMQIIj46aSaZcgre/vZreg++6v9+yJAkULV4c45hj5GVRLwkxHa66qoQ//EFe1tatUcoK5d5CZg3nBistzJ6dpIYnx0QohAAQPY55Mngd5tUgIEbAlM9AkJ79T6bDrl3uvs/nkvNknJDpQCCQOhjDK8h0WLgwxu23F/G+91Um+4n5l2TsMG9Ad3eE1tYkrdgBiC7b1RVn8jpMTBgH5GHfsDoL4Oo84+PSpwsX2ioIWqSEpu1fbWz6oMOGDbYtVme1f3d2JrkVDPr6XMOX57/1rXbdThIJxZw7N5l8b3YPYY6EDRsifPnL5UmmA3DKKROTzy+/+0wHDTpImXmbSLK3V8CN0VHbpwT8h4cNurpip7JZoSB6x0c/Wkn7XO/LdN4xGWVvr1SkmjVLAA6WyAXC1dXyZM4cy3RYscI+D8Cxz/szp5nN5UIGlnZm7dxp8MADthKOMB2S9Nn1viahSJbpUKvZ8Kr/PzAd6kSyN5TZAHQxl1pXV1dx1apV1cBvgwDmeN+HvtPf2xvdcj1K1/4aABC/971IDl2MwlcvBAAkL3sZ4v/vMyic9DE5uK0Nte9ciujcL8GsXSsNO/c8mHvvRXT9dXKND34QyX77oXDJJXKNV70K8Uc+isKpp8jfHR2IL74E0Vn/BLNxo1zjggthbroJ0e9ukWucdBLQ0oLoO9+Rv1/7WiTvORHFj56KziRBqW0+zuj5N3x+yz9gwdYd6PrXBDMr38BrH78ax9xzFxZ0G1w9/1QcsWUcnUt/gE4AL3rTcUjG34zCGV/A0uXA3K8eiGTZMkRLT4OZ5JvNOPpS/G3v9/HSi+7Hsm6D2+YtRefIDnQu/Sk+9xDwyIEnoGPgWBTOORu1GnDypsMAnINTH/4UOpeO4tUV4GezL8dfrvoGXvCFh9A+ABwxcSYOemQNOn/2C7z9KaBn9K/RuvHF6Lz0PJz2R2Ded49CfMaZOO2hj2JgV4KXfM+g4z2XI7rgfJx0+xM4dBjAP5+Nl6xegT9b+yu0bUkw/0XvxcGDS9C59AIAwNs2vRzrW07D6Y9/FNUKsPDXreg4PfyeXvbT63BQD7D4nA/iK3fNR+fSiwEAR814FWaYk3D4lz6F0x4G5uzowO9mfROHfu9f8ZF7NmLuQ8ANb/oqTui5Ea9cfQs6lwIHLvk4Krta8Jrbv43OVcChB70WHcn7cPqK09B1WYIeswA/KX4N+51/Dsz2Hfj75UDb2MV4y/qf4SPddwMAVm8/BYu7x7H4hh/ikCeA15ePw4LkzVjW/Sm86IIEM7oORPyvy3DSw6dhwed3oVQE4tqlOPTayzHjtw9gdAQYOmgp9n9kB2b/6mcyXt52ApJjj8VbrzwbR60zWPT9xYjjf8HLv/NpHNEzirm3AauOvxzzfvQtHHnrw+jYBvz84DPwougZvOjKq9G5Ahh+819hTv8xOHfdv0pim58eif3/4UxcuO1jOOzHNXTeFSE68Ec44j8vwqfvfwJzVwE47hzMW/8oOpf+N856ymBs5XtxxMQSdC49H8u6DQ666aUY/vhnsKz7IwCAF/5HK55+xXfx7ke/hKPPX4vOFyRoOfY8vK3/PnQu/S1evQV4zfCHsKu4HzqXfh1LlwN/LLwa/zn7Yzj8S5/Csm6DF/9oDjrecQniM/8JJy/fiM6lMp+OeegmnLf+d+hcmuDlgydj80gLOpf+OwDgvX2vxb8n78M7f/EZvLDboK84H+NtF+Gwb/8DlnX3oFgAdpUuxvHP/ALv774bR/40wdro02gbmcBfd/8Ar74ywWDfcXhq8Vvw1itPR+c9wF92H4RbSl/GgReegbc+sgvrrgH+6y2X4oz5l2FZ9x9w8FkJ2v/pNByzpRdvuP+niGNgx6tOwPLy/8b3x8/Cn10MDHYfhmtn/jP+edMnkYyM4pynDS5+2eWY96PvYln3IwCAuZtPx9ynnsGff+sXWNZtMPe2d+Go0kvwwe7z8PLvJpg4/CisOfIf8eYrP4KRoRiVaoQHZ/0Y+1/+DURPPAEAePGR56Dt+kexrPtXKLcA+z1xIuYuWYzP/OFCtLYCB7S8DLeUl6Jz6SnpulcofA+f2PwvWJKsxf7DCfCa8/B/tt2LzqXX4e//CFy334dw4PZ5+ORdl+CIbcDf9LwalepH0bn0FJy2HFjy9Q6Uy9/EvIuWwWzciI88DlSOuxDHrr4Jr195C3buBJIXfByHbi1h8fXfwVFbgSf2ey3uqb4X52w4DXECzPvyfMQXXgTz+c/j1Pt2oHMpsOu0i3Fi38/wxsvuxOtjYHnbqZi7YhzRD3+IT98HzL/+OJi3vhkn3XEKenYYDM09EDe8fhk+cO9n8J4tsjWs6v8OFv3yMnz4lgfQuRWonXYaTE8Pop/9DCc9DOyqnIChlxyL//2rszE6Chy98zB874B/Qec/fg4YHcVL+oE7/1ze08m/fxgH7QIWLjgDbxxah86l/wFjDF44+104pPJSdC79Ev7uj0DX0NH4r3n/iNf98FOoTcRoaYvQ8Z7LseQ/zscHb3oCnVuA2lln4xXrVuBFT/03Zj8EjL3zveg40t2f9t/vNOz3uVMwox1oqcp7et/j52Ju31os+scEcw/7Vxz+x3uwrPt6vPy7CebOzO5PM6OP4aO3fQpLtgFv6+nA1YVv4q2//xI6n+7GSwaB+fFFWHDjDXjTz2/Bgm6DWZs+BrOpjOPv+TZ6ew06l78Gy5e8F8u6l+KInyWY94y8p9f/6nTMrWxH535AR/INvHnnL/CSr96Jr+0AjjzhFGDFBKIf/hCn3g90H3kc5lXejI///gt453YD4EBs/ItlOHPzZ/Day3ZhbAxY/olL8YaVP0Dn0vtx2nLgif2WYuGjO7Do1p9hWbfBXbNPQOfwsVjWfTbmjyY4IFmCJ1/6L3jFpZ/E7JWjOKIf+I+5l+PDPRfjFb0Po3NpgkPHzsC8oXU4vu9qzOxL8JvCX2PR6DHoXHoulj4IrKgejaTlTHR+7hNY1p3gFd8y6Hjb5ShddD4+dvsTWPgE8IcTzsHCex7FB274b3RuAA768/di8chh+Njt5+OIjcAHt70cP5pzGjqXnoIPPQq8dksbRkrfxSnbvoQl29aic2mS0SMOPPaDeNH4Anzizq+j83Hg/T2vxi0HfwydS0/Bsm6DwcIcfPWgb2LhN5bhg7/fiMWrgPZvX4i5f7wJv2i9BTO+CfQd/HF09ZVxave38cIrE2w94rVYV3ov/s9lp2HePOC9WxbgtrdfhMO+fSY6azvw9/cD3zj8G5j7n1fjn9fcjQWDCeaeeAowMYHTlv8/9r48zo6qyv9b9fZOOp19IysBOgnZwxINCMi+KGKURNQBJAyBEQiLiCABWVRUFHGAuLC7zOCI8HMAIcK4hNFhAB0EIUgQ0mxJyEKWXt+r+v1x+lv31K1b773uJJIg5/PJJ9396lXdunXr3nO/53u+5xa0t3no9/iheLJ8JD750OeQXeNh8PDdkMl8BZ9rORuTf7ERc1o8fHnMUuy17Bac+8TjCAE82CzP6ZRHf4QBTwEb5x6DMZiLk1Z9EdksMPCG8QiWXI7MmYuAtjZ8/FngmQvlOU3/xh9xTYuH24d9Hrt1/g2H3PrvmNsFfOT9H0H/t6Zi7YTp5AAAIABJREFU0WNXYexrQEf7ZPQ//fO4uuUzGPWFCryMD+AOLFz7FYxvfw6TvhJij9wSnDv6afiL70X/CjDrrRMxePV4zPn1tdh/NZAPZ+KVj5wdrU+zf1jEtZnv4bSWKzDxzZUYtBhoO1PWp4NuuR99+wDTSp/CnlsGIXPNt3Hqn4GXhuyPxjmnYOLSM7Hna0BpRH/0v+zbyC65FNe0vIbZ14cobfoG3r/5IQxavAwAsGdhIaa3F/DPv7sRY1uAj204EGHXx7D4yXMxaDHw4TVDcW/mOgz8svgRZ/8v8MJ+38bc13+KQY8ux+IngabnzsTIFztxTcutmHBFiBPbD8cvwyNx7pMXYs+rgPPWj8b48VfDX3wuCq9uxDUtHjK5mzDsp7fhjOWPy7p57rkY8/w6zHzghxg4Ahj00jGY8s/vw9yWJdjzqhANU3bH7rtfgeI552OA14ZrWjxs7LwVB/7vt7F355+wZSvwg0Gfx9DHX8I1Lf+BaXeEGNDnIwinTkXm6qtkvpk0CU1NX8AnfnkqSsUKgtDH+YPuwF73fBt9X3kOZ/0e+PUPlmDkW0/j/D/dh7Y2oGXUx/FiZTw+8ey16PsUMDAzA8cdcw72vvYUBAEw9adF9P+08fdym4HdKtdg1guPYdDiB3DWH4B/y34ao9cOwpGPXY9KAISt+2P9llPxz79bJEycVf2x+pAb8IFfXoqDbmlB9l4Pg798LT7w8s8w/fFfoVgCwhmn4fDGAmb/4WaMfytEU9uBGOjNwzUtZ+HgW0JsaRiCL/W7DgO/fAm8NWvFp/7o9Zjz9H9g0OLlAIDp7f+CXNCJf/799+F5QN/2w3HVZ4/Ej0ZciGtaPAx6eBSeGXkN9rzhfJzzvxsBD+ifvxmfWHcTZnQ8jinXhpjRtBiDt67D3tfehXP/D9j43WPw1lPvx7Q/fhFNTcAHXpmA+zNXYO4dZ2PvN7sZNsVbMPD2G7Dg/j/hoDc8NL36Obx/w8vYd+XdGHguEH4k/pxOfXMynsldjEHnLwSCAGc/4eMHB96Ok175GuY3P4eWFuDpjUvwpyVP487cvVj5MDB4n49j9zbxy49aDWx8ayZ+MvRcXPHKqZh6V4gRL5UwcOBSNH3rS9j3iZdwTYuHf+9/NQY89BgW3P8ADlnj4bnGT+KA2YNwTcsNmPBgiLcn7o/feafi0w8vwrr1QHuhP34b3ID3/eclGPTwq5i5AXhu5tex+58fwpzNv8JezwEDTjwNkzcVcPxfZH0acu9chPM+hvOeOhNhtx+Rz1+Hw3/5eUz/vzXo2xfoH34bxTt/inOeWI4hrwAPv/EvmLS2HcN+cQumtngY9PtD0f+QI7D4yTMxaDEQjhK/XO+fKjfdDP/22zDv3sfR3g78quM89PvDW/jY2rvQ/zfil4/B+3H4v38RU1o8rNu0O1YfdDlmf/ezGLOqDYNWAf32vg3Tnr4B+636Iwb9BBj6kYuw2x9fxujld2PQQOCwTScg87epOGTZldh7NfB/XZPR77TP48gfn4qxLSEm3u7hdwtvx7y/fhXzWp7DhJ+EeGTuEhy26c847I6fY9CvAcyfj/5jxu60+9zMeYvlHEPFj/AvujB6nyrfuh5AuhqmF1YLOVex5ubmbwL4w4oVK+7u/v3VFStWjOr++cMAjlqxYsVZ3b//HMA1AL7X/fc1zc3N062/xY5dsWLFE7zW2rWbe9fId8D692/Axo0SJjv8cIFYS6UQ3/1uO845p4iDDy5j1qwAS5YI1L9oUSfmzUumU1xwQQFXXtmRoOveeGMO996bwwUXdOC66woYO1Zy12++uR2LFhXhefIzIGJ/J51UwrnnduKBB7K46ab27msWkc0CX/lKO556KoOvfrWAJUs68L73VfD97+fwX/+VxdVXt2P33UOcdVYx+t7ixQU8+2wGn/tcB444ooIwBM48s4ilS+XzH/84i0cfFeGVM8/sxK9/ncFnPysI5jXX5PHMMxk0NQlC+fbbHu67rzWWPkF78kkpCfiZz3Th7LOLuPFGOf+DD2bxzW/mccstbViypBApVy9e3Imf/jSHWbMqaGnx8dJLgrJ+/esduOeeLFat8pHNhvjsZ7vw5JM+Lr64iN12C3DuuZ148UUft96ax4MPyjO78so8Fi7swlVXFaIKAXPmVHDCCV148MEsPvShMh57LIO5cyu44IIi7rmnNYpGfv7zBVxySQeamqSPly5tx+9+l0FLi4c//SmDyy7rSCjT3ntvFj/7WQ533dWGRYuK+OQnu9DS4mHSpACPP57BGWd04YknfPzpTxk895yPGTMCPP+8j7PP7sTSpXlMn17Bffdl8dprPu6+uxUDBkhO35tveliwoIwvfamAM87oxB135DBkiESKli/P4sYb23H44Q34xCe68JOf5LBsWSsOP7wB557biSFDQjz7rI9ly7JYsKALK1b46OoCDjwwiw98oBW3357Dj34k33nkERk/ALBsWSsWLSpi1So5fsmSDlx5pfTJIYdU8PjjPv785wxOO03GxPLlGXzrW3n87GdtOOWUIl57zcfDD7fC84BvfzuPQw4p45VXfNxwg0DMp57aiTlzKjjjjBL69w9x8sld+K//yuDppzNYtKgTd96ZiyIP//Zvbfj+93NYu9bDAQdUcMIJZVx/fR4PP5zFaad14v77s2hpkef7ox+14ZOfLGHSpAA33NCOL3xBhBvXrPFw6KFlPPpoFg0NIS65pBNf+Uoejz6axbJlrSiXgYULiwhD4I472qP3/a672jB8eIjf/jaDq66S9/g3v8ngkUey+MY3ZCz//vdSQeWPf8ygWAyxYkUGDzxg6oyuXu3hyisLeOEFiVKcf77c+1e/mscjj2Tx85+34uc/z0VRQT3fDBwY4v3vr+Cgg8q4884cvvnNDnzpSwU8/7yPW25pw/HHN+CjH+3CX/8qCP+WLR5++Uu5J/2+3357DhMnBrj//iw+9KEuPPhgDhs3AkceWcbGjR4efzyDtWtF9+KggyrIZoFjj5W5LAxFufymm9rx0ksezjijhBkzKth77wCrV3v4/OclLPEv/1LEd77TDt+XFJ3f/jaL0aMD9O8v0d4//UlCOQcfXMZHPlLGI49kcc458ZDGV7+ax7hxAfr0kQjDm296EfNm2TLp05UrPdxzTw6f+1wnLr64gIsv7sDSpXn85jdZPPhgK/r3b8C3v92FH/5QxvXZZxfx/PM+SqUQZ5zRha1bgcGDQ3zwgxW0tHi4664cLrlE2nH55QWUy5K69v73VzBtWpyPfsMNeRx2WBmTJwd45RUPCxeWonSp225rx1135XD00WV89rNFXHFFB+bOTTLezjyziIEDZRz84hdZ/OhHOcyb14VFi7rw2mseTjmlhPvua8V//3cG115bwBe+0IE//jGDNWs8PPVUBuec04k33/Rw9905HHBABZdf3tH9nmQxYkSI2bMrOOGEBmSzwLXXtmP58gzOOsuMrQsuKGDAgBALFnThhz/M47HHMpg1S+719ttzuOyyDrz2mjBpnnnGx6WXduKss4rYa68ARx9dxrBhAT7+cRmfJ5/chTvuyGGffSpYsKALTz2VwaRJAe64I4eTT+7Cbbfl8NJLwla6/fZ2XHBBIdL5GDEiwBtv+DjppC6cemoXPvOZIlpafJx4YhdOP70Lhx/eEPXh6tUebr45jw98oIx16zxMnBjgd7+T+3rmGR8XXVTE9OkVnHJKF77whQI2b/awbFkrvva1PJYty2Lhwk784Ad59O8f4qc/TYa9n33Wx+LFRRx1VBkTJgS48cY8+vQJce+9bdG7CAA339yG//iPHObP78L48eLK/OQnWYwcGWL5cpm/Nm70cPLJnQhDD88/72OffSqYOrWCn/40h2JR3rmJEwMsWlTE1q0e7rqrDccc04APfKCMiy+WcXjWWUW8+aaHk0/uwqOPZjFgQIjrr8/g9ddbcfzx0p6jjy7jwQfl3fjSlzrwwx/moujcFVd04MYb85gypYLBg0PccosI5uVywD33xO//+uvz2GuvAN/6Vh733NOKj37U3O/pp3ciDIH582UuWLKkgKOPLmP58gzmzevCGWeUovfyox8tRVHkK6/swJ135iL/pVwGFi8uYtq0CsaPD7BsWRYf/GAZ7e0ebrwx3/1uiV8FCBNt6dJ2vPmmh09/uoRrrmnH0KEh/u3fclEffec7eaxa5WHevHJUXvHww8s48cRy9B7ddlsbzjijhGIxxM9+Jvd93XV5/PKXWcyZU8GJJ3bh/POL+OAHy1i1ysfNN7fjvvuy+Nd/zUf3deaZRUyYEOAjH+nCHnuEuOSSAi68sAPLl2fxne/kceGFHbjvvhz++lcfY8cGuOiiTvznf2Zx/vnSztdf93DyySVcdlkHZs+uYMmSAq69tgOZjJSzbm4OMHp0gP/6ryxmzargqqsK0bpz1105jB8fYPbsCj784QZ88pNdmDgxwJw5Fbz+uocf/CCHf/qnLpx+egmXXtoBV1m+a67J4/e/z2D0aGGLrFzp4957xV8766wihgyR9XHDBg/r13vYa68ADQ0hBgwIMXq0YausXOlh0aISrr22HbNmmXnx5Zc9nH56CcceW8bixZ0488wiLr+8A9/9bh7NzRVs2iTry/Dhwmzp6PAwaVIFAweGuPXWPJYubcPs2SVs3NiKM8+UNXjmzAr22EOYEM8/7+NDHyrj0UczuP12IyIQhsAZZxTxve+Zv112WQHTplXw8Y/LeOW7+773VbB5M/DMMzL3PPBAK445pgHHHVfGc8/5WLo07nMffngDRowIcOqpXXjssQx+85ss7ryzDVdfXYhSOpYubcOECSGuvDKPF1/00d5uSkH++MdtGDIkxFe+kscTT2Rw221tuPzyAvr2Bc45pzNW0pHtnDatguuuk7n8lFOKGDQojH7/1a8yuPfeHJqbA5xxRicuuKCISy+VPr788g48/bSPCy4w4ir87JZb2tDQADz3nI9zzimiqSnEf/xHG772tTyWL89gxIgQN9/cjiOPbMBnPiPv+m9/m8XMmRU89FAWEydKig31Qp57zsfDD2fR2QnMm9eF664r4Prr23HuuUWMHh1g+fIs7r9f3ptzzy1i61bgBz9oxyc/WUJnJ/C977VhwADxqY87rowgACZODPAv/1LEJZd0oKXFx1135aK9FH3vavbb32bw+99nItHNX/yiNdKZ+dd/zaGtzcPDD2fh+8D8+V348IfL+NvfPOy7b4DvfjeHp5/O4LTTOjFrlvjjX/96HnvuGWD//Sv48pcLmDmzgosuEj/zsccyWLiwEy0tPpYuzeOf/7mzmwnl4ZFHsvjYx7rw9tse7r9ffJsPfagc20fuijZkSGNqosi2kDkeA3AMADQ3N88B8Gf12eMADmxubi42Nzc3AZgE4Bn9HQBHA/hdlWN3eRs82FDkSNnMZMRxoqVVTSBtyTbSFltb44qogKHhkWa0daucf/PmOG03nzd5gZs2eZGDDxjRH60DQbNzPNevF2EYGvMdSe3T1yT1jxQ9QKhT3/hGPlZdA0jP9SUFqatLyuY8+2wmphxOtV2dX8w+p9aFFi4SymZcvM3OhQakr/r0ERoec9V4D6TRAe6yfKS5M3faNqFPmuuzvXZ6BVMFBg8O8cQTGXz606Uo31Ur7dvtEMppGJVp1aKavDe77yVFxYzbqVMD7LabKQvnSq/QZtIrTLoCf9f1rLVQnj22RKAsnr6iKbulUhij1nkeYlTHhoYQF1/cmUivyGYlR9JVYu+55/yo/ZWK0BeHDBE6LlOitEKypPfUFpLcssXklfbvH3ZTYIVSt2aN103vjDsUw4bJRhAgPU8+54a2WEQMcNCmS8OxbYWCCDhlMsD553fib3/zo9K8LBMJAF/7mhkQTAsIQ8mhpKaDVmR+800Pe+4pOjRHHx2n42tKOCBU4OHDg4SQodFKMDntVNSnrV8vz8yl6aDLIKalnGi9Fc4v9vk0PZOUUorUaktPr/BiqXM0KZsZfxc6OkS4KgjiQmbVBG2pn6P7C3CnV7B6hU598zyTO/vEE37UHk39tPUi4tf3uudlk9bBuYtCsJpyXk0bQn+uKaUUrNSf6/OQemvPF2+84eGLXyzE/sbz8XlptXdex9b10O3htdIorzq1hPOo3W+eZ+ZBO4WDOiB6jRIhyTCir3P+iovShlG/2H0n+kb1CUnaGjl8Z/l+ZDJh7L2xje+ODaRrrQMAUV6z1nSg6bnArl7Ba7e3S/WFUol+kT630cjSeh38zF53mV6Rz4vGwfr1Jr1Cfy+TCZ1VZzKZuJAk/84cfn382rVetFEcPDjEW2/50byycaMXpR9wHGpfkNR07eOdemoJ992XRXu7rPu//nUWBx1UjlHsAVn72tuTQpKmT+U9HT48dFauABAJC2pjOVLPk3Vr5EijL/X66yJ2LH6e6Qum0djpFa71nmmHksYqAp9vv+1FtH5WTwKSYw6Q50IBw+HDJbXC1qvwPHkWpNYHAfCHP2ScYo35fIgLLujE5MnSyPXrvUhE0D4nbcAAabsWBNVCq7zv887rxA03tMc0rioVASPLZUnBWr9eUiGGDw/wxhvxicVOFwZMhS2a78tzOeWUzm4B8bgGG8cEjb6M0QWSz7kuStqLpA1oLZ/2dlkXcjnxDSkWqUXypZqZ+NxNTUbM067kxVKxgIyxjRu9mI/9+usi4Ek/khXogPo0HWhSucOk1emxrnU9qFUxeHCIffcNojZzPgPMWsK0ckD2VSy1yVQMnV5B3Y983pRH5rne7bYtoMPPAbQ3Nzf/N4BvATivubn5/Obm5g+vWLHiTQA3QECFRwFcumLFinYAVwNY0Nzc/BiA9wH41yrH7vI2dGg814550KNGxXOfXaZVml3GnCDbSV250sctt8iKtWWLKKiydCAtnzfCV0nQQX7XYi80k/Mpn73yiheVceTn3CzbZSjlM9n8ms0I8NJLfmxxB5KOAo0vJgWKAHE4urpMTeyuLpk0uOkWEchQTdIiODR2bIBSKYw2ODSq3GtnTDad4jh1dJjJBLCdK1NC0s61qyUkqe+RudJaSDKfl2ddLJpnJROdKfekNxjsK+a5iqZDMkfd3gxx8pQqC7K4HH10GWPGBLHFh+aqhGE0HOzf47md+bzpRz0h8zuel1Q5D0Ng//0rmDEjiAkIeh5wxx1tOPXUzqgPgLijy03Z6tV+LG/QFkozudHSd5s2GcdWL2yVSjyH2D4f/5eqD/LzgAFhTJ2+tdXD5s3u3NoFC7oweHAYAw+Yh1mtxCvLrOkcUuZEep4sdpLLLHOMdj70Ak8hySAQTQeqhzNvmPc9fnxQNRefz3T1atHI0GNG57ozn51aHxyTUkUjXdNBawuktSEpJBnP5QWSTguBYm7EaLb+CM+ZpukgCvvJNvXtG+LBB7OxuVI77LYRyLWBAZ1PrjUdXEKSngecdZZE8Kk6rr/HEr9p19dCklqcknMOhb7svnHpN/A56LlOC3za7eA9STvNMfm86CetWuV2zLkmsXa6boetE6R/5rVqaTroAIF9LLVQXN/lmCGoSOfTlMxk9YowNqew/7UoHGDAQK5fbiHJZP/Y98O/UzzNNR7S1mjAiBrTGAxw6a1wHmblAVd7OjqAIUMCLFnSkShBKzoP8jM3cPwe1wvdRxQmpqbDpk1eBBho0J6gnQ24+H4YAYR6HtNgOo1lswHZ6K5bZ8BuDTq4NJ90aUVqNb35pohTtrXJv2ee8TF9ehBb9wGZ67UWw7p1Zt3lexqGwPTplZgvqm3DBi+mp6X7p7VV1sOjjirHAgrDh8cF99gW6Z/4+W3QwfOM4GAYemhtlWdFkfAgkGuMHEnQIdnuQiHsDrSFGDFC/IOvfa0jcZzWdWBVCw2Y07JZ8dWp5bRmjayZukys+JfmO6JnYECoQiGMfc75p7FR/Fjd/+UycOuteWze7HULpMr6PXJkiNdfj78bRvfB/N1eH8eODXDeeZ2WLlDSl9D95/vGJ6NPYgvDTpwYRGsGNdwAE0RiHxG0oIj+1q2yPvbrZ0rIFgrx+UUHzA4+uIz77muN3dOrr/rYbbcw6l8RnSY4ki7maxs1HbSoP01AB90v8c9Zzlb7lRI8MAEKBngyGdmfxEEHU2aVwKhrHXq3Wq81HVasWBEAWGT9+Xn1+fcBfN/6zmoARznOlTj23WAjRgT4y1/8KJpO9ez4Jtc96ReLSUQVMC9oa6vZINhCQ0RtOzoQlffR16EzHQQeNm0ypXQAGfxUqrdNL+YA0NLiRyWQgHiVBIqnmPs04o2ccLq6jFBQPVapABdd1BFDr1mujM6YbMLDKLpK8TAtRvihD5Uxa1YFI0eG+L//iy+S4tjG3/wtWwShFdAhOQmZewy7lZTjitKcVNJAB5dopY6msuoE+5fiQhTZ4sRpNgBGCIcbKwEd/CiCTKSZUTgtKGozHdgv3DilRc5s47l5zNtve9hjDw06mE2WLWImIE0Y62sDOgnLQZfMBGRxppOnGRRmkybMiDVrjHhjqSQO/UEHlfHaa37U3vZ2llUTx9QwHeLtyefDxHixQQeKIQHyzlJw1POAYcMCrF7txxhDtIYG4LTTOvH1rxuVajs64bJczgBwJvIdRu9kY6OIkTY0yDO1o3S0Pn3E2aEq9tatXqSCrje0rqgTIIJT//M/mej8FCjUkQ099rkpFOclBGCi2gJkppXMjDvrnmPlZsUQfV27hKKpR276zC7jx+/GqwCYqHUa6EAxMH2uvn2FCj13bsVZvcI2O4JsMx3INGPbNbDG98D3Raj0kEPKeOCBbDRvajaQy3HjfGSzKQzYY6LzuoKSvTaxv1zn5vXt9UA/DwM6mDE1aVIFV1/dgSuuKOCNN5Ln5z1pIUm9wbbvl31hl2i2Tfe/LTp4/vmd+OY38zHWoL0RZ+RQSqaGEUOQwDfFgeNCkvHqF3HQwQAXBP75HZoNOrieD9vKYInLDwkCmYcPPTS5WePcpu9V6tongyRsI0v5uvpaQHezydHBGM+TtU0zFrTIqP1sCwUBXAlkAvGKSoDM+exjqsyz32whSZ5bg7WAGRP8fOBASSvls9iwwQAB3FTbfgjvxfclHWHmzApWrpQSy/y+XqP5TpRK0h98ruvWGYCDa49dXcy2jRuFydDZaQITtIEDQ4wbF2L27ADz5nXhZz+Txg4fHmDduowF8sh1azEdeM8Eejo6DHDFea+1Va7BKia01lbxcxlpz2Qk4McxY1tzc4Bnn/VxwAEVvPmmh8MPL0cMMOmj+NrAeyDosHatAWTMWiUmQqdeVI6dZc71ubWNGRPgD3+QRnJu+9vffMyYUcH69TJfzZhRwQ9+kMdRR5kXme+kXkvFTzRtmTAhxIQJ8clUV7+x1+1i0fgOgGn3mDEBVq0ywMMxxxihVyml7nUfLwKP2ayMffYfK1KQCdjYKO9gJgN85jOd+PjHDdqvq1dcemk8jbJUCvHqq14UzGWbOVfddVcOH/lIV9WADE1KZvrO9VrAK0/9Hv88mw2jKnzSDyLS2dFh9lGdnV4EwJHpoMdzW5vMO5qBwj59t9s/wC2+c/bZz3ZixoxKtHhrJ4E5TC4nGjBotW188aU8W+hUN16zhpt6mRw3b05GHkhje/vtZHqF0J+S17aj5K+84juYDmYhTTIdZJKaO7eMadMqKJdlcUs6mZ7T+dAoLanlwnQg6BBGTAd9PzqlgPSySZOCaFKI0xrDWA1eQCYI1u5ubxdmQasj3apYlL+zXjggG13ZlLgXeYlKo/vYePUKbmyYXsFFjGk7BB1c6RW8364udIMO0i4es3q1nJtROG7CqdrOvtFUai50PPdXv5p3plfQGBnXzIe09Ao9IQPGWbSZDozMDhokStw2LZzRV72J0qyTTAZResU++1Sw225hzDGl4792rQABUjrMixwP3U9kOpxySjxEftNN+RhlbutWc99sA7/P0p52egWN/cf7qQY66PK7ngdcfbUBK/QYaWwUIKVPHxnTHR0eLrssubOQ9ApTuo8MnmwWEXoPuKP7tD/+0Y+937p6CpCkzhN00BHWTEbmQ2GEJK9Fxot+7rax/YDZLMyf34WzzzaOjS4f6vvG6TJRePnf3hhz48qSfbaxv+375bFMgwOqM1jsTSbbo51aXUtcK2xzTGh2yoYNJjKk35FqoIN2njTDxMUQ023UZkfg9aZafnbv8jUgbNYiGYd0PvV5dRsM+y7+oWtjynMznaye9Aoey78dcIAMNqYl2W3iGGLbON4ZOeXPvh9PcbDXkTiDMX5PrvQK3Q6bgaLTKzhPCTiSfB4MaFArQVsyvcLQkdMAHG7W3KCDYfNJMEYzHRDpQnHN1YwBu79KJZnDSyXTXwSq9Vjme0RgQo9PXTKTZkfei8UwttGW9AovAj43bPCiSDOrV9iMS57X88QX3G+/Ct5+24vywXnfBO75HVLedXoF5xq+p2lBENqxx3bhmGPKKJWSfmhzc4Dddw+QyQDz5pWj60p6RRxYEuX/+DrOfgTiY1OzMEyk2IBYUplCWC96nDD9r1BgOVTR4Zo0yR3Nam6u4PnnpQFvvOHFqi5J/5k5FDBsRgEdDDsCkHef4+jWWwV5bGuTtpAxUyjEGWHa9torwLBhcq633pKDNm40qSWZDDB+vHx/5Upz07pqCI1+Ypox/cROx6EVCmEMfOE7MH16Bc88k0EQALfdJvoKgMylmpGdywm4lMnImImnV3gRkNPYiG5AJUTfvnBUvXK3v6nJ+JQMYEoFOmDatAoOPbSMlhY/NZCrrW/feKlUbfTjze/x83E+0+lcZB1rdrLxleLrZrlsmOq5HPcHPFfttu/q9h7osAONL1Q8YhyP7KZFtkjnt42DmhQuF+jAfDUBEBBNXjTSo5leIeV05LNKxbzcNoXSdurs9AreJ1/C+DWlrUT3xowRMISsCPseXQuiRmkXLJBZl04Ir8fUAB25KzJGAAAgAElEQVQZsmsl63NnMvEygVKzON5fHR2G8iqb/BDTpwe44454eGv06AAtLb5Flzb0Sdez1pF4RqclWhtPr2AN5VwuxPDh0udBIBs1Top6g/GLX2SxerUX9WVDg7BXeK2WFr87MiC/a+o5y47qcaujjGzX449nUC4DF1/ckcgN7dNH0jlkUjUAh3bOXOkVmiVggw46Kjl/fjmi+QEadHCNO8MEIRtGR0E4JhoahBoZBB5Wr5bSTARw6OBx03PhhQWwfN2cObLy33hjO6ZOreDJJzP4+c+zsfuW2tDGOSToMGKERNV0mStttrNiUyK1XXttOyZPDmLjWUeleb4+feSemF6xdasAMLb17SvzAMeQodeHsQ2tSwyWtmqVb+Vspude8l3VIC3vYeDAEKtX+1XTK7ipdm1cdDlbnnf6dBF+pLFdW7fK/Ksjytrs83OTl5b+0dSUjBbmciYqxRxzIH0j8OKLIsJqzxdsDyNUbDMjKPq9kL4x7wI3tuw7nrMW6OBiOuj0Cru/ajMd4ikdrvWA17NpqLqtLtCB7KYgMNoJbK+0xUusN9o5rLZR5rxi6wzoc5Dp4AI2eG0+PwIFZCxoFooG0V3AE2DWHM47GqigpbHUyCzTc6xLW4VGmrPL7Odn1mXn4QCqMx1YphqI62cAhukg81rYfS9edN+2D8N3rlQyQK/NMpN3U37m5kMDjxwrOu3NpX+ghf8GDw6wbp0XsbneftuLIs1dXcnnyvl68mSTPjF9eoBBg0K89pqADnZaCO+TG0E9ZmzA1PaDbPvEJ8o4+OBK5IdSIBMAPvWpLhx5pDxk8Z+kHa70imxW+td+rlqXhMZyiWQaZjIhmpoMM5b3eOWVccd4yBA5rk+fEG+/LeeZPDmIsSq1DRgg83EQCCuYOhE0sho5PopF8bnWrPHRt6+wBLmW68DJ6NHio7W2epEeFZkx9Hvs9LmDDqrghz9sw9FHl7FunR8BHgMHhrGSmPPnd+Huu3P4f/8v273WcIybcwVBOgsXEOZ1S0s8GDhrlln/SiXEQESuZTNmBHjmGT8BVGWzZDqY46XcNZkOZq+jx2BTU/zetOVyYap/0NQUxliZjY3y3vm+tGXECHk36mE68D7sFCIgznTQa6ppoykBDJj9TkeH0a8iq1TrXyWZDkzjMoHXakzHd4u9BzrsYKOTpjeE/DtQnemgEX0aF9GtWyVPnE62nnw2bfLQ1iaLmeSGJR0VTu6bNskEqkEHTng2+m4zHbZu9WIULW4W5PzxCZafkXaWzYYRsnv66aWIncHzu5wPTUFkvxUKBkDxfaNhQNNOHH+3ARi7nW1t8YgYtTjWrvWwdGk+ovUzv5A2dmyIVav8WDvpMKblwGonvlgMIyEkHf3jPUm+u4gQyb14TqYDkea//MW83qWSbG54X6++KiwVMlq4iFUqXuQg6nHrYjps3uzhzTf92EaI1tgoG1a9UWC9cJre+NvpFVzgNF3QFZW0ryub1uS4Y/9ks+IA8jw64tjQIA5DEAgSP3iw2cDbmg7r1vkJx22vvQI0NUmbf/WrLF57zYAODQ2iAM02/uEPGaxcKQr9uRywYIEbdLCjEq5IOm3atADjxwfdG2y5Np93Pm8ASi7cFJJsa3MLIFJIUt8nI31a08GmJ2tbv14W1IMPLuO229oiPYvWVvmnnx8dcoJROrdcQAd3JIfvC0ElV1TJjqC43kW+A0ynIhBgb7oymTAWYaqVk6kdZ467Pn2MI751q3GUajkdGlTRY4/RNG7OhLFlGkN9Fv0czbxk2mL/r43viQbQ9fmof9ETTQdeS0eSzede7H/NBtL0bHvz5E6HiYv18VyMrLrmFAGbkxsmuw0uIUlDYU4HHQylNozmSbKnWLudczCPTeo4JPvEaDq4Nyb6Zz2eDNPBi873qU91YvTo+AMldTrNuXelV3R2ehGo7jIBfN1sQK1bZEfeyXQoFsMoxYHXMGwRcy6ulcWi8RMI5GqmA69n60zoNZEBAkDmJ11Vp1QKYzRwpkQyX19vXKWd8U2Y78tGn+/b3ntXsOeeASZMCNDa6mHdOsOmtH1K6vfwPdAbNUadyaKpZQ0NybmgTx/jf3F9LRREtFFrKLFPFy5MsmH0+6vBZc4hHAtahJc2bly83UOGCKukTx9hCdQT6ZYAkehkMIhDczEdRo0Ko/QKwAQQ8vk4+05YKTIeCcYXCgZ0SHtnMhlhOoweLcf1788UBPl9ypQAa9d6UfUVnS6sLY0xKfcs/ql+PosXm2ejfS3eGwDssUeAl1/2I1YZzfcZHDXzc79+8k7EmQ7x9ZLpna6+kDHgnnCbmkJLf0qqsXEMDh8edDMdUrsgYQsWdOGCC+IgVqEga/KVV3agb98w0S8MQGqwj+KQOtjJ+6GvxOMpjtunT4jdd5fqF7zntLXm3WTvgQ472GSwhcrZkf+5mKQ5mYVCmMgTBYyDJJoOxpG0Ha01a8RpESXjJNOBk3u5LC+Z3pRPnFjpfhHiTo2OJG3alKQUkgoqbY9PUIwY9eljqMsEHQDDzqhmFNbSbaGQDaPOpGjb0So9GSRBB/M7N9eaOsU+5uJnT0K00aOlJB7bwvNzYXU5VBoBFfqbcQQN08FE5oku814obAnEQQcAePllc0HRdDBCgKtWeRg3LogADTrNWpxST5SFgmE6aMd1xQr3JC9Mh3i1jM2b40rEopmA7raHiXPbTAeXwm9tpkN8cchkjDPIDS5FgSTP17Rh0KBQRTvkb7oyDFN6tJXL6C4r1om775abE4HBeJtYNWLkyLCqk2Q/U88DHnoovZQSI5QEiHQkjn3EtjA1KQ3kY3oFKcrsS24i+J000GHZslYUizIOdtstxKhRYRTN+tWvpFSsHeHOZMJoQ8PNj++HGDgwxBtveM53T28kNShhjwPt+Ljud9gwefBbtohDwGduR+/t+baarglAMcH4tQm+AsI20k58NdObRHve8jyzWSIwpDdSeq4xG8wkIJ2W4683wcOGhZgyJYidnxF1DSa4+pkOlj5Oazqk9SfvTZ83beza5+dap8FqwA0WcS7i8WmUV447HSCwQQetj2TPW9QHIoONm0/Ombq/NXtBzzl6TbGBFFd6hWY9SOpdHFSJMx3knbXH5Esv+ZG4nstY5UTfKwHFtGdbKrlTFm0GkS2wzXm7VDLz0NChIaZOrUTf120pFgnOmXPaPoX4J2FMq0ODYgMGSElIBiMAeU4f+lBZXSfOdGhqkg3xhg0iZE2dCoCR0/R33/OA66+XCX3PPQWkXrfOi2l66fuQVBUDOumNGsFXW0MizdhfaUb/acqUIFob7PXskEOSLDq9AaNvpN9p5sz362fYN2nMDIIOFEhOC+Rpo5ikVFSKt/eLX+zAoYeWo/OMGhVg1qwK1qwxG2myY2yhSAZ8CgWznuTzIZqa4vdtWyYjoBSZwwMGCGCv1/3TTuvCAQdU8PTTmVTQoRrTYbfdArzyih8Dm+LAdfx4o8kggNKbbybTtKl1Jvdp0isIngKG3aj9j02b3KAD039cJqCD+X3hws6oAp3vC9Ph1VfrBx0OOqiMffetxLQyACNgyn2KzWLi+NZ+Jdknep7Qx+pgCHXTJkyQql977RXgz3/2Y997N9s/wC2+s8aNuIvZQGfDZczLs40Rc1O9IhmN69Mn7BbL86J85zhCGc8j0k5NuSxRvsZGmQRdC1MQUM8h3nai3Nw82yyJTMZE+LJZyZun6QiIRhHtTYn9UgrTwQgxuZgOpK7KuZMAjC3s2d5uJkRWjdBmT0K0ESNCvPGGHwM26FBXi5bxMyKs7Ec+H5a9zGTkf0Z0WWmCUWp7oouDDobCmcuFePllH6NGiQgiS2xRxIfOqG6bLhXFvuzfP8TKlX4sasHjhVYsz4LH2zl0EtE2kzLPwf993y6ZmU51N45XmHi++phsVpxSeSfDCHBhxKy11VDdmF7Bn+Ue5GRbt3oJSizvMZeTMqM0Mh1o2ikbPjxwsgx0++V/t6Ngm+fFVf41FV5HpU89tTNKC0kzVq/geOY85nIi0mzMmBB/+5sZI74PvPCCj4ceykYLLY1CkWTZ6AhYU5OkV7icKqYjHXxwJZamovtMC0m6NtUAcOaZXdh770q3ynbPNR3STDZU5toca26mQ/UonTjnIWbMqOCEE8ykSaaDBh202CfnFDfTwZyfDlTafMW5Z9SoAAceWIkBIEyv0P3iMv6d19FAhwYgbNOAvWZG2XOArVPAc3Z1ebH3Aait6eCqTkOL59DHP+N3+vUT4C7JlmHaFed1+TvXK6HAm8oi9rxoXweIAym6T9OYDro/2AcadHAx2ABJ9UkrtQgkmQ6mZGaI8eND3HlnMpoiqV5eavSd57NLifu+RGKHDg2VpgMwa1YQjW99zmLRbKRt30u3uVCQoI4tLks/5mMf66oKFPTtG0abTn4vDAV4GDw47N4syUkHDRJxwnoi9HvsEURC2nZ6Bf/neGSbqVnBY0y/1Lyck+mgjWvCV78qzoGdXlHte4D4YzZjUNIrBOhuapI5sVgMU8HtvfcOsMceAfr0MQKFtWzixADPP5+JMUVp48aFGD8+iMbHfvsFOPLIcoxpR9DNZvyQ6VAohPjGN6RPuBkH0pkO2awE4caOJegQJtKi9947wNFHd2HtWi8COQks0appOowaFWDVKj/hH9HsftBrx9SpFbz4YpwlkcnYTAe5T+078zhWgJPf4xW57H5Im/9tpsM++5gqGtlsiGHD6k+vAIAvfrHT6cvT58xmpaRlGhijfRqmV9gpiBrQJHhNP6RvX3mmRx5ZjrTV3mM6vGfbbJyU7Q2hfBamviDFolvTgYM6CEz0yqYvjRwZYs0aoy1AwUndJsCo22tHjwvA+PEBVq6Mo4Y8RxBIrjYnSP25AR3iLz8XIyKTROu1g0eznUDtPNkLc7EYRvVxCTpoZ6JS8WKKuElNh/jkJ5oO8c2avRFIQ5P5rHW+OwGdNAfcZhNQVE6XSSPz4JRTurD77mYi1xoTQDICSrFIwFAG+Xyo2yCiWqTDhVFkic62BkTs9IqJE4NY3XhuTr/2tXaccIJMpKw577K+fYETTijH2q6jpZ4nx1Ah3ZWjaztOtmK1BvyECimREf5dQAfDdNClkkgXBRBFIDTbY+vWpIOjKbe8L6Hrx6NNtFIJuOYax4tu3V+9CLhhOnjR/QNxMSsAOOmkckJx3bZ8Xu6XG2XqY0ieYrxf02zs2KAbdIi/AC+84OPZZzOxsXHYYWUcc0w5UgTX6RV9+ogiuxt0MPftKk/GfrBLZtpGZ4FMh7T0CpvpoLURXBafy7wE00EfU81h1lRYisPSCgUyg6RhrF6hmTI6jYL3YEcQ+Xf7Xsh0EAA7TIxLppy4RCA1ZR9waTrEQQfXfCGAipnDNCidBjqYc4YxvQTprzBqi6sPADId0jeChulgyj3aTIfGRjgdSt8PIzCS6yE3g3YlC/btf/93JiYEp68j7UDsnmhpoAPT6DTQpMeETlvS33vhBR977VUddNDm+wbg8Ly4cBw3Y9R0sOc5exzqND+ee968MsaNC2KpZ2yz/WwLBQPSl0rA7NmV2HfMdUSJ39Yx0u9TNZ2KT3+6C/vsE+8jETpMikwOGSJBonrm+OHDQyxaJI3S4pC6bSw/ymfmEh+uH3Soj+lAs0H/at9jO+y2GE0HRBU6GhrSqyzNmSMltPv2NeVQa9kee0gFi/RKZPFn26dPvHoSA26FQnz9833xJ/RmNp/veXpFmu4B9YFcQpKA8fNcJvsCW+Bdjh88OP25+T6iKnU2mKir7M2cWcFxxxlhUc10kLnO3KvWRNB26KHlaHzbNnp06AQ7KV46ZIikYNYD3lUzjgkJ0CWZzbw//d4xABgE8UClDhrpgI22yZODyL98D3R4z7bZNC0ZSDId0l50yctzf6YdG7IY4qBDEJUFzOXCqEyfvi5g9Bx0JIWO2Zgx8Sg2rwfIArxqVVxEUt+raBPEF5JsVjYsXMRyOUH3mU+pSxGKA2Qm6TQ9BkAcB77svh9G7A5apSIbFk1Hs3P+bSHJtjYvNnHaC4ULDKKNHClosqZg6fJVttlsAqbC0GkSVFsmviFDjLNPnYrOTi8S07E3LprhwQmfG+2RI83ESIePETb2oXYgSNcGzDl32y1AqRRGmz1GfmbODDB8eBBpOqRtyjIZ4MADK1G7gGREL5MBjj++HP2tlqaD7SzoDcpJJ3Vh5swKhg4No3MzH9v3Tf6oZjpwLLH/tENta6XI5/HxF4biaGqH2N4Mk0XhMkbD6gUdNCjA8wOkcffM+XRFPmXhDGPRzGoL5ZgxAV56yXfOcwMHCpBAO/74Mk44oYxsNq7pcPzx5Uh13laSBtLF/vQ1bRCzGkBA0GH+/C7MmVNJUPDtTZiMy+reQnxDF0ZpZtXabBtz6xm918Z8cpvpQLMZb7wHG4S1ARXdflaO0XONnnNsTQcd3dFWC3TQ8z1gnpedmshz2X1hMx14T2QhAfUxHUjrT2c6mI0H1wQbdGCpWhfTgYwaMtjYHp1ewfkrCBCVOHUJxQJmw5EG8vL8NPYH+99+9lyH9PMBhEFnBxy02dUrZJPhHts/+1kbGhvDSNPBZfbz1KajsToSznFnz2+FQhj1U6lkIvT6O4CMjz59kAo6UCCumv9mj5uBA4U9ms2aqhSAaAytWeOeI23zPGDuXHnABMi1H8hrd3RopkPyHawlJEkrlaofZzMb5s6txFh+aaZ9SdsnCwLxwQg6kCFbCyTn868GFNIIPI0Y4W6rpF6a3z1P2Ae5XIilS9tUaky88pRhOpjv5vMGZEp7xpmM+Hpsj5SVTPqe1AeyA0A0uxKHtoYGuQdXAPKii9KdWtE4MSwFmo7oAxIgkgom8rtOH9q0yTyfaoDd1KkB5s1z61s1NwexFCbdDv7jfmZbzNyrO71Cr0M00ULzukFjN9PB95PVu/jZTTe1R/fybrd/gFt8Z01vegBXeoX7e1JtILkIc3NNZ4Domc10WL3aKCWzygWNLwtrPbOsI2A0EMaNk81CnDpmFvJVq/wE6KAp61w09GeZjEQ+3/e+SsR0YG6czufUTqBWs3WBDqI1YPrJVpAn6MBIlBYTA6S9caTeKCcDRoCPdtJJXZgyJX1RddHJly8X0UCX2VSs9nZDF3/mGR8nnVRyquIzN5OMBZfTPGaMEUJkpJ1jbtSoILqu1D73ItCB6Rx6c6OrV3Cs5HJCM5SNfhjVYpdzmrFUqYiDlBapYLv0uXWpM95DtfxrDdzYTrkGTkaMEPEeRmsJ9HieLFibNglARCGoTAb4zncM+qcZOawJrs0WXwWQAMLic0B1B8lGzGsZQQEDOphx7NpoVyrujTxN9AgMa4IgnehghJGKeZqNHZuMrtD226/ibBPZKmEo4+u448pKvT55fBoNPC2qlFaSF5D+27xZHLR99w1w6KHlRPqEvTljZYRq4AtFOU16Reh0MKo9ZzrKLtCBjj4dPVav4PvBOcXFwLJBPFf/kIHAqJIGL9huRi1tpoHdf/amWPenAOhyUpuZot8bzWqwARAjRKnvNb5+6HQG+W584yDX92qADvK/1ruxQQcXI4PHbd0qTAfOyUFgdCSYqkIBUGFWyXfrYTpos1k5NF2e2WZGkDmkQQ/ApOxUYze5mA7VWAHCgAxTq1dUMx5//PFdaG6OpzO4ouilUnp6pL42xf/sKgEaBK5VkSN5ftGm0RF8QEBnidDWf64f/7gNxx1nKkjoe2QKShroQKHJevq6VKrOdBAw2px/zJgwpmWRZhzDHOc2KMzn1tTEyiTV/Qdpq/xfbz82N5tylbYNGxYmtB769w+7fZ44OGX7k6LpYI4pFEzQIa0vs1lTSY73oplqNAmMyGdHHFHGl78cj0yOHFkd8Nltt8A5f1TrMw3AxJkO7rnRTpkl+0MHvqqlJvXUdOBw+PAwdU9Vr3EcEQxOMh2S98e5hr66SZc0x3DeJLNWm9Yrerfbe6DDDrZqoAM3CC6bMiXAU09lnA6ES9hN53aNHClKt9xg26ADX4SNG72Y8AsgE19Dg4ADkl4RRzbZhg0bvKheL42ot2gTJNkVghYD++8voANFlQBEJWp4fjuCBsg92i+rjup6niu9gir95vc4AyPeTgoLaqaDnhwnTAicEy1t7NgAL7+cXgvZNgGQzMZANu5yL8wD1+rdNM1OsccY73Xs2CCKoOmJtFAQgTB+hzmguVwYq6eszxuvXmE2oXPmVDBggImu87kxmsSUDbtyRbIf5H8731uuY8AuF9Vdmyjq63EXH/vHHVfGpElG9IqMInFw5J3wPEmt4OZu4kTzEupFYdOmtPSK+N9siqo9/qpZT0EHMhIIsmmmg2ssFgrVxadGjw6jNB0NjlFf5cIL3VRIGh1Q3f6LL5aBtO++ldSNdzYLLFrUibPOkvNz/LqEJPfdt4L990/SpKv1bTWmAzeDQLzP9IZSz7d0NrSKuW26goXvo1dMB02drdZ+XkMDIWlCki6NgM5ONxBlV6/Q1+Makqa5Yp8HSAo98vpBIM6xpoV7nk6viGsZ2f3o0nQIw7gQsZ5v0tIrtNify/SzItPFfs8NOOIlPiO4RdCBbbGZDpzruR641nLA9I+d550G+LC8NI8huGG0VMIInOXfXnrJx+67V9/YlMtJwTmtH2Gb78fnYbvtaewGthGQPHxbW8bFYqmmDWAfJ5oObEe87z2PAHPtDTZt8eJO3HxzezfoYK7H9IqebMKGDDFCt/b6rzdBQDK9ol+/pF5AmtViOtQCoNKMgD/HvG6LDi4QnBGmQ/W+rmfe13bQQWXMnOmmBc2ZU0loHg0cmNzQ5vNJn761NQ5s5XLVgX1pcxj5IOec0wnPE9DLDkqUSrI+vfyyvIdMt6XZFdVss4Vh6/FTGaG3j+PYsAN5tjCrOd6cg4Lv28MYeAUkqLSt59VMh+OOK8cq9AEaUDD3wzHLqh38TDOeuYZt3uxOg7Hf43er/QPc4jtrjBjQ9CRiU8G1lUqS6/Pkk/FHRAe3VApjtCLtTDQ1UehOIjV9+7qjI2+/7aFfP/PSbNwoAEUmg4jK5qIob93qOVWNzUYuTOSe2qhoLifsCoIOdKiAuJNk6zHY/eV58RwpV3oFK3jwd9tpsydhW9NBX7MWij9qlJQXMpN57Ug226P1JOj8A/K/K6+Mm3/t3AKyUVyypAPjxgWqOoQZM1ICyoAnpLbSCaCAmn5mmq7NCTaTAebPL2P0aFmMN2+Olzbj94JAPrMnb228jlZc1xsa/k2n3mjTTAf7ebqeAZ+7gExyTm4MM5n0zfStt7ZFzsimTUkQjClNgOT1DhmSdIY9DzjggHhaSZrZEdNaRmeOz8pEY93nKBaTQknadOREMx00wFTNNKuKRmr2qFEBPvrRZA09loedOjXAtGlB1E75P3kNOyrFa5JFZf+9muij5zG9wvxug112ZFjemXTWGiCbDLJoyHRw9V+156yZDrXMZiIQdNDjiVoLdgS+vd0NRLHt2jmKgw5ejNWgQQ67v3h9HmOnq3z0oyY3WGt78LxpDAK7vbxXEZJMrh/VUrao6VCL6aBBExfoIEyy5GdM4/F9iaaRap7Ph4mSmZxDAZvibH7W1VZc/WD/rKtz2KwU+i3S14YJ+de/+thzzyTooMvOpaVXpG3QOae4UpRca762WuCb3ZamJuCii9xzuz7uU5/qwuzZlUQqpb057glQ0K+f0V7R6RVDhoROALteE78rOdeFoUTnNWgOmJKF9awp9BmqGefonlqxGHYLpsbnPY6DbFZKMDK9olq5aG2rVtW3WM6eHWDGjPrbzvQKbYVCGAObfR8JpsOMGRXsu2910WbNfmEKgRZlpHmezAMvvujj6KPjlKI772yrCQAJ0yEeDATS37ElS4wYJu+PRpaFrbWWlialS7zKfFC9rfWa9qGHDw+2m6ZDNhvisMMqiXYyJZx9p+cNSVMOE/1qQAfxA1zi4e+BDu/ZdjF702OXdKv24h17bBceeCDuyXKjWSqZKK5mKsh5ZUHjQk+FbBoHNpkOdGr+8pcMJk82k7Cm5wPm5ZLUChdSF0ZRC1sUyt7c00HnxkAL+GknUIRXDGBgL66aAsnog3b+y2UvqoEu/ZcEYPQ92qkhWhTm4YdbMWlS9UWqoSEuMFjPplLfq6RXGDQYcG9otHioTXHM50UrYY89gliNdUGmQ5x8chemTzeLT7Eoz0vqwyPGdNCRU5s2bQNof/yjH/UPvy+gg4dNm9y5pbofAODZZ/3oGvaGyVUy08V80c9z4EB3LigXKhmr4oBJbWw5f1oKzbBhAk4wWmQvcDqa+k//JJoArsja4YeTGuu8TOL+6l2MSEO3S2baKTg0YTqkPxcusDyXvC+hk/qZZtOmVbBli7k4N0eFArBgQTI9wyVGZpgO9V1z6tQKvvKVOPVUj9+0tvu+zEVaCd+OYtsgL7VVqjl8HC9hKNVTxo8PYKcGAdUjp/UwHex70aCAzVCwmQ4y7whAa/czgQGuN3b/sU90hNWeL2jcCGpQwAYI9Oe8vqagxkGHeD/qspD6XrWQJM2VYsJza0Fdl+l5xgU6sJ19+phyy/oaFFejHyDCwNL3fDZcNysVRKU309MryHSIt7Ma04GsuiTwEuKII8oYPtz4B0A66PDBD5oTJ9MrQifgQ9PpUS4Q135mtnCfy9JANQCplHp9XGOjobgDcVYhrVrQqJrJZlprOnAT07vNku1b0YIAmDWrEokT0vr1Y5WH2tcrldwgvzbqyfTU6Je5hCQB+Rv900mTgqripbSrr+6IhKe3tzG9Qpudzil+W3ydGjUqxLhxtYNPTK2gCdMheexVV7VjyZKORDCjmp4DbfbsSgyEMqKI7u9Sc8tF/2cQydb10DpN2uiH+T7TK7YNHKDJ+JdzDRu27UwH+idpvtnuu4f41rfanUG09nYvFqi00ysKBQn2upgOGqR/N9t2wlalB7AAACAASURBVJreszSz0Ss7/6vaCzJhQogNG0T7gIwAOhCsSCERiXiFgGxWImlbtnhReoV2+k16BaLFLwhkwzd9ujnRuHFBTC+B9/Hyyx6OOy6J3JqNXJioXmE7qtks8+blhjQ6aufpar0JfY6HH27Fhg1I5NPGQYf4dyqV+EbRXrC58R80SH7XVKl6JgQ6iK5SpmnHx0EHL9pk03lLS69gWSyb6UAbOBD47GdNJJn5wxxLvG8yQZhLLLRijq/kDRjQwfwtlwvxP/+Twemny/UY4YszHWqDDkuX5nHEEW2xjSGdOx2Fo+lxAiQ1OD7+cbcDwgheLiebTKE2Ggp8NcvnpQ83bwaGDIl/ZoNeFE+1zc4LTDPTB/Ut0AQFuFGuJ70iLccZiANFBAN0SlM9du21HRZ1mf+778nFGOAiXQ0goXFxTyvlWavShK42wg2XvdGzo8ku3RVtohcijtrkyQE++MEKnn9eHshBB+kyn+nn0M+p1lykI9WAvJ8206G9ndoc8WPa290sEfaba17gGmTrN7jayTQ5Hdk29PXkXGs0HcwzYZtdQqiuFA+tlxBvSxKE4rWFAlx7zuI7B9gpFDIXNTaGeOWVZMoBxxnTvMJQ1vohQ8Lu9AovutdKxYvYeh/7WDnRBiCd6ZBmBEht0IE/z5plTqTTK8aPT15A35utb5LJVBddZD+5xA27urxE2pKeA9JAB81Q6i2DgCw4ICkkCaRv9msZo9rso6amMLFx6+n5XP2QNs/16xdi5UovsXa5rFb1im2xgQPJ7okD2Bp0yOclej1zZn2DWqfZbW8bNCjJ+qB2Do2fu8DxO+5IloqlZbNxgB+QtcL1XO2Uip6Y6FEkwetaY4/vXFrgQn+/f/8QU6YknwPTY6Rk5vZNr+D1XSBbb85ng0m26aCUfkYMGtJ08IJ7o82b/RSmw45713Yme4/psIONwls0W0iy1mbiyCMreOghcwJOyKyfLFHu+MSXy8m/1lZqOsRfDDp2kl7BSIaHv/zFt5gObqT1tdeSIpKA2RxKycxkWoluQz4vVEceY0dn9GTIBd92/hnVTYIOYeT8kvq1caOHZcsyzvQK3c5cLl4vvFDoWTSDjjHbqbUqXKYdaLl2sq9c4oRaPJRjoJYxqqavDUg0o61N+qlcNs55tQjKCSd0xRb4TAZ45RU/JuZVKonjVg/oQJCG4BMFU3lupuPUAh3s9Ir065lUIG68yFKpZblc6KyjDZgytDSe1zYbCa/WTp6nXstmgW9+sx0zZ1ZiaUJu0CEplKStqcn8THBLcrTrb5PtUFcThQTcC74BKuq7Zj2bcpeR9q6fWS2dgjB0p0BpI9NBf9/3gb32CnDppQbBSRsPP/5xW9TftSIic+ZUornRZguZjXKIRx7JYvnyDIzYJMEIL9HPZBqJg2fmJ536YFdp0JtYbbLJN06sZjq43m35OYxF2/hZY6NJ3XFdj+cPAs+pK+DaoPMYLahby1yRQL4vfftKlRa9efY8OT9BB6bLifq5oZ0TlNZCy7ZgIm3atAoOOaTcI6aDBqYIPriYH2Eo73wYut9bfbxLKLQanZproAugd+lq1AO+2QBKPWa3u1BIVq/QEcp61xrbslmZV/U8UK1kYS3Tmy6a6znS+vUz2kW1TJgOvWtXLfvGN9ojpoP29+jLcmx/4xtVyoX9He2II8o47LB4EGPffePaDwR7Xc+ymt6Ci+ngSq/Y3sb1vNZ1+M671vx8Pt7O448v41vfSj4zpsfUmg96asWi0Tfp3x9OJlZvzlnv+6jfD2E6mO8SSOJaQDaxK+CSFuR7t9l7oMMONntDqHPCZDNV/fsHH1zGb3+bTVBWtaYDo+t64mbpR9F0iAvScOLYsMGUzGxvl2iEpqJPmVLBuHFuB4d1e+17JWV969Y4ep1kOoSx8jY2XVk7x/zMld+Zzyfr3lL8USuWv/WWh2XLsokUDSnPF3ckNFppT6i1zN5MjhsXVKVda9BBnkOcngW4nQdu/Niv9TkQcTDDgA6GUq01HZimQzP0ZeCTn+yKUQZzOWD69LgwYLFomA5SnrV6PwBJxXq51zACWdKo0Jys8/nauhtyTmo6IMq3rpfels1KlMal6VAuxwUFBXRItscuYZjezvoYETQ6PUOGiFK6Kevnzs0tFqunLGimg0mviEfIe2oUoEqb+6ZMqSQiJayXXc+7WOsZ1mIfbdlinpmJmCZPet115sWuJYzFcqy2NoT9nbTnrMd0rXF61VXi8NniXtqpcb3XfL7t7W6nKM50kL/pCLBmOlTb9NjAr2az6Y2YNo5r/sx+2m+/Cv76Vz/2XTutg5tp1/pBoCTeHvkiS0rWGucEeGxjf/btK2urDeABAkgyArZ+vVRzIpNGp1e4KlkB8fsZMEC0CKppOujUE526oFNaXMBuEEipTO0P2H3A+3IJSTKVw2VMQbUBW8Ataqo3/mnPRvdhb+cpCWiYG7nppvZYOT9bhLpe+8QnurDPPqZyj+chqmrRG7PZtDxn2r1r7aJallZlZ3sYgTbNRsnlRLxT39OOun5PrVRCIkI9fHgYS2vw/dqikS7LZFxMh20v/1iPuUAr26qBDjbTIc0M06H6fNBTmzYtwKc/ndSG2har956A+FwpwTszL3PO13u1XC45jvQx73b7B7jFd9bsgWQ7grUGNgUln3pKTqKdPPkXdqPDZqEXpkMYRa8HDgxj0QFeUwtJrliRzNUcNy6M1cXV92GjsgCw++4BjjqqjEIh7NZFSG5YaLmcqalLgMBlvg9ce20BmzYJDc/uL+0YaOeZdN9y2dzvq6/6iYU4n49vurSuAiARiJ5GmdkGQCJxH/tY+oSoxwdTCNg31YwARbEY1j1Z0cHV5wA000GXakufBF3OTC4nwkzaSiUo0KF6ySv7fHaueT4vG780pgMtnweuuKJ2ZISUXmp46ChyrU1pv34hRo4MnSUzbSHTakyHeha1tE1YmumNrGY3pKdXhDVLZtK4OWBUu7cLZCYTF1Kzbffdw1hZMppdLaenVk/00/dZvYK/h7HNq7Zf/jIb/Z1RjDRrajJCktzUcv7W1pMxUctYJlN+tpkOyfMRCHMxHQBTNUmfR6dakYnE//Ux8Y1vnMGmz2Mzl/iZ58Upvvz8jDM68d3vtqf2i2ZSuKoNdHYmQQf+LNT++lgzfId0pIrzZ2NjiMZGG/CV46i3lMsBr7/uYcSIMGKVCDgjQpNpoIP9DnKznWb6MwJlus8JStjAbhCk6zno4xmptkGHatUruNZs3eol1ggC4Nr02Eybg7jp1oy5WjZgAHD33YZSokuhhqH4PHFNrt5tCkWPK97vgwYFdQGqLrOZkYAA32llMfv164mQ5I5jOhCotFmNXV0ixPj32HBvb2PQraeWy4WJlDapLLfjI9/1jONqAFC9z4qpBky32l5Mh3qZvj2xnow/jl36ksKOjgeLNFify4XvVa94z3ac2QMpWTKz9jmOPbYL998vX9T5bjryqNMrMpmwO71CXuwpUwJ85jNm48v2MKfU90P85S++Mw9Lm158XJGdPn2ELlwoJGnmdlQglyN9TOjdmumgncBMRoRp2ts950bHRcsk06FcjqdkrF3rRZoJtFGjwpgQEhdr3wceeqgVkyf3zBlgv9j3nmaaTcDviiKyOca16BOg4MayHseAVF4axyZBIqqm25/b5tq0HXVUOZabDlDTQdIitmypT9PBdY1CARg/PnAyHXrrEPHdkfQKc56+fcOaKRbz55dxwAFlbNqU3MSMGxdgt93iGw+XkGQ1VXxt+j2ox2Q+MHR5fi8tKlerZKZWDDdAZ30sjWrmAi1r2SGH1C8QljYu7Ii6bb5vBAR5XDUQSkeGbWVzba70Clcf1gs61LOR0lF6bi5dm3pzTFiV6UA2nd4wadChUvFijDyOE7v/CCi68uRt5pJ9P2w7+6lQSAqo2axAtkED0OZYL9E+3pup7pBoSuJ4F+DE/m5sDBMiumyHpLzJfP/aaz5GjgxijDLDdEi/tn3ectmMM7vyShx0MM9SCy6mpVe8+KKPPfaoTl0m2G9/X5fntI1zSrmcnCuDIDk/6bFZDXQIQ6/HTAcNbObz8fQK+53rrZCkbiMg7Rs0qPcbTBc9niWuXffe2OgGzF2WyyGV3bKtxnGlfTSmy/Yk0rwzGX2KntoBB1Rw3HHx9a2x8e/TB2lptC5zjSdWm6plWkjSJeq7M1mxiLrfR77HxWIYBSzt/qReg++nMx3qZdru6vYe6LCDzaYu6cVh4cLOmukVgIi/rF/vYf36+HmN858UkpT0CrfTxIlD9A7k944OD3vvXX1xqXezx0nXRe819xRgwYKuKIptp1do57izMxk9q9Y+lqyhGJde0N54I47w2w5jJmOi/gR0euIMuDZk1b5vMx2ApAPr2vRwwubGop5F44MfLDtLIDLFIAleJSNWjEzYz3+vvYJElQjRdJD2S3pFz5gOvEY+D5x3Xqcz4myiqT2brdlnvHeex6Y4plmfPojAKW3f+U47PvUpA/B5npvpIH1f+1ocE/U6zpqGnsuZdATPg1NgqVbJTM8Dzj23M2qLBkG2ZYG8+uqe5+lq4LSapS3e9vh2fzeMvW90jNOABw1i1KpesXlzUiQ36ZxUb59pZ+1jOPfffXdrNC/xeq6NPoGJjo7kRo8bdxt00OVzCQoCJoXCBif4mQYjuDnWbbGZDmQl8bOe9BMj9XZ6xa23tmHMmCA1ZQtICtOmXUO3TZ/H88TZtucVDXIK00Gi6iNHmusRZPd9mT9d1X9c44dzp9b94Wf6ObCihN3X9vwu5/SwcqWPCRNqgQ5kOsSBAepHuEyvga5KQ0khSfNzNfDQdS89MQEd5MsuoH1bxB+1eR5w4ollTJ3au829jLNkH6WlwPXrV9uX0nbZZb2rTlHL+Ix0uhVFiovF+hkqO5P5fli37pC2UgmJkqAzZ1Ywa9aOE8akkRlcj7neJdmg1/6uTq/Q/++M1hMtN45dYQy7WToM5hnQ4R+X6fBe9YodbPbmQkfDtDp0LTvqqDIeeigbc3K5cbIpjUZI0k1hckW7BwyI17p3Wb0vhCv/y47GF4uSvvHyy/KzzjWN5/PHBcrSHAi90aDAE0URs1ngyCPLCALgz3/OVJ3spNygUS23wZJaRmfPrpCRZrpf+J1atZb1OVkKsZ427rdffLzJ+AkjWlg+H8YianZKDKMn9YpzsXpFW5s4zS6H0r4fmu0UZTJhBHhoc21q6jGOewEdjHPW1BQ6o6y2aaqgfV779zRNh3oWtd4wHQhk2k4xc/21jRgRVk17ARBFYDSNV1P3e2NpZeu2l7lBh7Am6GAv/HpDbG/OgLiIbTUAuVSS+Vifx36/6rV6IyIcX4zepoHG2uEXpoNbSJLvve4jzVYgMGzYH2HsGBo3GTyfAD125YekIKRmOrju376eaVvYXb0invqkQbg00EGAm9pj1aXuznSkUgkJPRud2qYBlREjghhDgWkoW7Z43RVQPOs88bbxOfAzW9xTm2hWmD7jM3axybq6ZKy7InT6vgk+2W3s7Eyn82vgw8UKs9dDPZ9WmxddwsM9sXw+nl7hYpVsy8ZJA2z16BBVO4/djnxe0mtd907wameJqmpgKJs16RW74gZMmA7b51yjRv19QJd6g1aAe8wUCmHErkqzSy7pSOwLdrRI5rbYwoWdqdWvbNNMh/XrvQQD6p57WtHYCPztb8Iql/SK5HnsPdK71XbB13rXMtuJrYfZ4LKDDirjN7/JRgu6HSHXoAMp1u3tbspvfDMn//beO6g54Ot9IeiwxpkO7hypTAaJ9Ap9Ld8Xh0dH0VymnQKCDqT7+j5w4YWdmDIlwOrV1WmF1CAwtPSeKwjb91o9vSLp9Nvtc32ffysUxCnuzQLN/HxJKUF3eoX53N4YM23GriKSZqxeQWpztbGv2+9yFvWmxhWl7SnoQDCQ925Ah/o2gsx1rScX0l0ys77r8Jj6I7tmvNajrn7IIRXsu2994Kceq/XQzt8pS2uXHflN+64NOriYDgQvNm3yussXh4mIrKtN9kZaP59ly1pRj9Xb70yX0N9zjSeeb+HCTvi+gIR2egU3wjyHzXQATGRZiyC62qqF49gWva6l3SOBLln7kn3tahP/npZeIcfHAQ/987amV/g+MGZMgEMPLSc+4//UdAAQaTpIBNhT6RVupoM9L+jy2YZ94r4B6iwQ4BHACfjd77KJ/nj5ZR9jx6bPE3rT6BKSJKvSZdTXWbq0LUExB5Jjsd7qFRyPvd28EmQH3KCDrI+93xjqMbAt5gI/GDxx3Xs+LwGBnSXSbPtbu3J6hef1Lr3inbRtZezYwucuO+QQI5xKoHRnBh2mTg16zDosFBi8i/dnY6M5jgBzGtNhZ/Wptqe9BzrsYLM3kb190RoagEmTAvzpT5nu84bRYs08Tr1RZ/TazXSIR3j22ivAwoW1KXT1vhAmChyPSLheYnd6RfxeymVPbURrT+hMr7CjPCNHBt0Ob/o5CNL0ZOPmuqd6n7meaHK5eIk2pkK4FjGenxNcb0rtGF0DI4CjK4GcempnTDhMnDAvEZVMs5kzKxg+PK4TkWZ6bLS3J51FOq5p+dfbznSQEzQ11a+1YGtkuKxUCtG/f/Lv9S70PYlC8Hg9drdn3qQGOhnF3ZWsnvQKGyTWEXc95js65Jf160WMN23jaZtdHq63TId6vmdvmPW92e8WAOy7r8yP7e1eIhKTxnRIVkrwolz6NKtUvES/6nPzb/bGlyyyWmCfa44QpkN1XQHXz/Vor+jopr3Z9jyhsx94YCXxHX1cPh9i8OCwG0Q2tHOOkc2bJe+/Wrv5u53yQrPnbLIANaD08ss+1q6NH+j7wAsvpItIarNZl/wbUDu9YsIEdwTQZt1oEKJaegWwbUwHWQ/ly640jbRASr22vUAHFy27WGRVJvd4FwHxnWP+pkAtIGOlqwuRQPauZr5ff1nnncXqZeykgeI9BYh2hfSKnphmOkhwza3Pwvc0m3WPkXrX9V3d/gFu8Z01PZCmTav0mukAAHPnGo+Zjhc3JfGSmSba6XqxtePpeRK11eJ31e6lHqNgoL522sSWyYh6vh0x022lIGStNujNu5SBjH/OOsnVXmxNTa/W7mpmR7GrfX/QoBBHHFGOvqc3Lnfc0Y7Bg0PnZsYwHepPr7CNAlQsE1ooIEaT69s3mV5BfY16rnfIIRWMGBEmSuS5zPdDXHJJB6ZNq3Qryiejj3Sg4393U7hrGReAQiGp6VBvX4oIXPVjTjyxjP33T4bXCYzV2856TWjoTNPZvnW+XaycndHS5giCs7W+a7MAXGAX5xYBHcIY/T/N+vYNsWWLpzYbvdu01JteYYMOnhc6Nzr6b5qlYJsRjQxjmzp9Hp3akMZC0kKSvBd7fnfdnwA76dV6bADSBjVcJTNd7espMzEM3ekV1RhoNsiRyxmQmX3DedP3pbLDYYdV8MMftqWeh79rpkO11MTOznQmhz0+qlWu0McxDc41vtKEVqutsXfckWQ/VCvfp69ZbSzXY9wA63Pan28r6LA95lA30yHO4LPt71WOsR6LMx3+MYUk30kj47W3JhoG9d+z8SF2rX5KM84LBEzTmB9c69KYDtuqk7Wr2E5McHl3mHbQrruu5+Jp2kjTAcwANkwH8xkjuIAbUdOock+s3mg6BXH0+QcMCDFiRNJpyWa52TV/09EJovEux59mOwe5nGwIW1vjG9fBg8OazAVbuK83CtX2Napdr1gE3ve+SvdxSYBBP8t4O8MIMOjpxlSfm+kt1HTo6EiP2PYUdOA1Nm+uXi4TEPBl9OgAffpIFNm+Bh1xmyrcW6eNjlouF6Kjw4yTepkOgCl31xurl+kg5azqX5wnTQoiptGxx5a3K+iggYZt1XR4J6ze9Ar9XPRGOs50kP816FAtvQIwFSw0i2tHRhttkUCbSaD/Xo9pNkIawyiu6eBOT5GocTxaXa1kpjZukusBHWj2Jr6W6WvrsrNpVqmkC0mmfbdDuQLZLDB0aIgPfKASnSMIPARB2D0+5KR9+4YJLRR7DiEjjD9XS0vUZSzt5xW/jxAvvJCpKSLJe7GZDpp55bJqzjYDBdro3FcHHUK4Siz3xPT30oQkt7V6xfaYQ30fuPzyuG9J9mLa+fv12zmYBPZ7yRLou6qmg6RXvNOt6JnpKke9sZ6ILgK1mU+7mmmmA5Den1wPcrnQqRfR2zTpXc3eJY995zVNd95W07nhHMCycTR5nF//ejuamgyK6BrEfOl76vDW+0K4WBajRoWYPz/JbWZ0v1Nld+gomXaK0hwIqadtPsjlZEPY2ppkTQwfHtTUdND3IJv7nvWTZprIdev7PtMr7HOlpVcUCmFEQ9wW0CGfp6iY5HO7xLwAo+bdE0Vw3wc2bvRqlkhcsEDGBmuj26BDLidOskvkrDfm+wIYFItxJ7nnoEPvNo0CTNX+bk8p+NOmmY1BvUJI9RrnGmDnZzq4xkX9QpLxedaVKqDTKxobwyhaXc2amoBNm+Ib694yHeoxGxjSYEHaO6QBgPg1w6pCkjTm0TM1wNVWLSRpXzPt3uz0imp94AIdKCRpr8VkBtiMDVouVxtcq1TcTAfd37a1tZkPFi3qxNChISZPDmLnMBFgObdrXrbHj2Y61EonkuoVcfBHhPyS91EqhQl1fdv4fZtNpDeULuvp+kXnvtpz4fjS1P3emH4Wtm27kOT2A25tEfB8Hti6Nb1fRTB5+1x7Wy2echbu0ukV4pe9063omdWTNlXN8vkQmUz9g6m3Qc+d1Xg/fO5SNSzZH1w7R41yi3dXWy/eTbYLvta7lvV2Q+gyne8YBx1kQ+Z5IWbMCGpSfXvPdAAGDgxx/vn1lVCqL5IrC0w1IUnA1FN3bybMC8tNWkNDiK1bkwePHx9Uzbnj9+mMNTb2XGnfRjp7AtbYLAOCArY1NwdR6kVvaZosB8rzcxylMR1Kpbhafz3m+xLd1SydalYooDu9IhktI1XYtWHqjZCk3ihyrPYMdOj9wrmjNB12pMWrV+y8oAPgHp82Iyzte/Z9uYT4uAnZsEEzHaqfu1+/EBs3esrB7v2zrafvqzEd9PfrAb80MKA1ZOy+sZkO/Jt9DO9bp1ektU+3QUAA9zvqup6O3lPDQJvepOu/0Ti/VjPNdLDPU23TxzKaw4YlN4BGg8L0lTs6Fv9dmA7yR4JsaYAOS2ZWOx//Vu/GhP2pz8P2p6VX9JTxw/W72ncING1LyUwgGbTQZlep6o3tqE2GCCSnAy6NjTvHukKxTs5BwnRgGcZdj37veUnh053dLr5420qi9jQVxgT0tumyO40ZpoP8n1aZjGvReed1Oiu5ba90q53d/gFu8Z217Umh1UwHbrD5v01p3BGgg+9L3unRR9fw3FH/+YcNC7HPPpWY2KBEueO6ENXKX5ECS6cUYHpF8vgvfrHTKchlt5vXHTo0xMKFXVWPt82OYtfrWAjTIdkWl0N7wgllDB0qwmPbwnRg9Qr+Xq2eOlNWemKeh27Qob53gMKO1RgNLkCn95oO8ahZv35SKaYek6oFPbuuvr5LjT6tnTuD6cj1rph/WE96hQ3ymLQe9/Hr1nlROcRaTId+/aTkoWYb9ObZ1kvLttujIyl6TdLnStukadBBj0k7AszfdYQ5rWRm/NxerF1p91cPyJosmZm+AXUxWXQb6mEalcteVSFJl02eHOCnP21zfmai9PF7tZkOe+9dwejR8cZr8ci09Aq2yQU6uAAK3wf22KM26ECmgw06sD+rpVf0hulQ6zt8b3fU/Nmbylbatld6hcsKBdnMp51/8OCgLuHbHW0EYjWY/V7JzF3Lxo8PMHlyjYVVmfYh3g3Gccp5adCgEKNGJefLWszGXVGcuze2C77Wu5Ztz0iljtDT8WOJPNuhqraY6ShTT6yn9J9aUUVAdBYOPbSSuhngC+0SEaRRXAwwjk2fPsJ0SHO4qpnQxWofl2Z2BLMndGg7vUI0L9wTETUJekvLYooBnQ864GnXKxYl/aJn15CygvVssIF4bXSX2c+TIo29AR3se+f/rjQgl/Xps21o/de/XlvjZVspvNvT9OZgZy+ZmcaIqiUkaYM8dhqAbTq9opamQ1OTONi0nm62tNXT98JGibeJDIU0JpaIuCXvwwYdqrEY9IY5Lb0ik4mfL018UP+u0yuqMR1c36MwbZIZkGTZaVC+1tx67LFljBgRRH1mgym9fb66ZKYBHeLHXH99B0aNsp+vAehtIUl9DCCbO66XLjBGH18P00GeT3oKSNomVzOo6jH6QfWlV2wfR94FWG0PIcneVJ2qxyRVMl3TYf58t8Dx39saG2VO1Hn+lQqw776VKN1oVzLP2/WEJLfVxo0Lsd9+9T8rzovvNiFJzktjxwaYNy/pQ9ZaS3YkCLkz2Xugww627Qk62I4iz+37SaZDtQ3/tqRX1PtSXHNNO4YOrW9S0Y49YAtJmr+lmRZupBPVm6g8bVvrFtvfrx90qJ/pwM+2helAp0mnV1QTx2poCGO5yPUYgYyeMB2YL+8ymwExfXoQ/b2n7cpkwmi89Kb/tkVIEqgPsNjZmA4mIrVzR6LS0iu6apCW7GgEN9uu8ZXL9ax6hZ1eUSvyUa2N9ZitR5CWvqB/bm/3apZ80+MgWTLTsAr0eW0hSf5Npz/o9qWBDgS7XNRrfkefn39Pe4ael55ewf6r1t+LF3eiXz84N++9BYP1fbCvS6X63jebaaGZDnrcAeIjZDJhYu21z3PyyV3RPFvLXAENe222rac+Ur9+ISZMqK7NpMGXbXHkuX65GBPbQ0hyR82hxWJYlenQ27G5va2pKcSGDXGmAyDMGhtQ2xUsn3eLBL5ncaOv+W4wAzpUZ2ANHy6s7jTbWd7JHW07sdv47rAdtWnggsXoj+1MV4sW26kLPblmvbbfftWdgmqmHVbt3KYLSco9ace/oSF0plfUY2k5c0dd3gAAIABJREFUWfWaXb97W0CHakwH39/29ApO/noTnkYPbGjoHdMBkLSFeqxYrM10cPVnT0EHrQPS26j90UeXMXXqjo0W7WxMB7ZlW6L0O9rSnmU2m4xqu75rU8NdInJ33dWGE07o6qGmg6QamXP/fTUdtFOTxiro6KhND64nvSJeMtOzjvES8yO/lwY68G/5fM9KBPNY1zPk9SqVOCOO1+YcUc+1CgU3W6B383KoxDgFbKgl4ugyW8OEUXXdzmy29sZ8+PD6wVXXcdWeKb/Tk/m3oQE47bTOmt/pScWSNCPzzi7hDGx7cGJHRjYlTXHnnaNpNhBbTQB9V7CDD67gqKPqY0r+IxtZtu8Gs5kOae/0oEEh5s5Nd0DeYzq8Z9vFdpRzLs5UGG0WtSYCUJ3poDcOPb3m38O0E2RrOrhMpxhw0SqV4BSSrMdyud5XJZDvx0GLep//wIEh5s6NPzhXGU3zGVNLehd1lk0kwRozltIEv0oliYT2xNiunjAdegM69NT0hqBY7J2S9267hXULZPbW+J7vDKY3BztzekWa5XI9F5LUEVNtw4ebtLbGRtSdXqFLZvbWyaj3e/WWzLTnDpcQGtkCcrx5X1zpFYChtbtYBgSVdXqFZj242sQ2fOITXejbt/r9U0jR1XbbmNph/w3o2Wa4UEjOIb3N0WV7uWHOZOJ6TvUaU0eqpRimgQ69HZdc91xMhzTrDThT6zuaIbltoIMRNrZt+6RX9P771YzaSDv75r1fPxHj1ekVwK63ttBculzvWdIkNfidbsX2MY7VUql3wVzazsRq3ZH2D3CL76yNGxdg9uztHw31PHF899wzcKqy6xKSthkWQc8cmXcCiWMbq9UbZ5RJRxtzubAmlTrNtk96hWlsvRNJQwNw1FHxseL76ZFHplf0dmOqnSaKcVZbNLeF6VAv6CACWOmDTBzk5Ll6ynTQ1HadnrOzWT0R9L+X6dzrnZnpALjHiMyT1ScwOwKjN6yuSGffvmFsHFWzfv3CWDnC3ua11jsP28BQGuhgAxCu9ArdDyNGhGhuTqY1aYCGwML/b+/ug2W57/rOf7rn4Zw595xz517pWk++stcWarSWhSWMH4L8gC1HK8tgx7sUKgrwrgV2jO21XRuIC+xIpCBQWkItho1Jgqg1GNZZiGFDUgb/gZfYKijXsqTWQLaX1KZCdgnGlnx8H86555yZ6f2j53emp6e7px9nunveryqVzp2Z7unp6emHb3+/31/UcoaDDknrODhvy5Je/vLJ0iBreJls24vdPwQbLwankdINz2kEmxnP5pMvmGnWh1lPnc7y4SqjxJVXBLfxcDlEsLQjj6jyimX7iTz7kmXfi8luKTp6hSn3iy6vyD6cdngZq9qH+qNX1P/iPaqRpFTvYwuK8zNs63EzpQzm3LnINdKmBB1aUlVTX7fd5um228r7cX3qU0d67LGBOh3p8mVPly+P9bnPdRZ6Orz97ad68MHo23pRdb1prOpHEVVekXRSaoaoDJZXmD4XeZa33y9aXlHeeup2k4caMye7ed4veOFthj3y3y/69X4jyXyZDlkaSSb14iirvCJ4Ae3fpazvAbAuta3B7cy/IKvHcoXFHfjTjF7h/ya8uX/H93TwzoJp5reYZDCYzz7wL56zn6GkL9ean3/w+4vr6WBZSZkO/rzMcUeSvvVbx2djjpvg97Jaev8OvifJOpu3uciNKv+IWpaoIGE4+yJ4zIi7+EzKdDA9HdLsW4dDT+fPzwcZ8gbmgpkOJpsmPHJFGuHtPRjsMp/bZDqEX5MnYB/MNMyS6XDHHZPUx4fgPJetW8+z5Hn5Aj9Gv+8HCqO2n0ceGenmm4vtA6vMdDg+rn+mg+npYPa5eZuco1mKlBbWkTlOFGlCT08H1JI5wQue8EcNU7W/L911V/QBsQnlFYY5aC4bvWJ2t3F28Do9tXIFD4qmTZpSBaPIgd9kM0R529tGesELJrmjq8FmPmaZo/pKGOfOZc90MMuVtgzBjNsdxR99oKygw+yzm8BNXT355PJRLlYhmMFT90aSUbpdL7Kbf1BceUX0/Ga9Svw7HckboWVp7sI074mXZaVb9+HgYVz5QvjvuEaSUevtnnsmeuwxP7jd6Xg6PbXmSgOigjbmuWBgIlhqYZY1btnj9ndxJR/mveIaSYazBE1Qwy+vSHfR+vzne3rXu+b7DOTdL5u79GY9+T0d8mWyxY1eYX7HZpudrVv/3/mCDl7kReOyUsXHHhvpjjuyZ10uK68oY8jM4PEo/F2+8IWednfzz7vK/efWlqaZDvUMDBvhTAezPTbt2IJs2tRIUprt66N6+2SZxyZs9xvwEdsl6qTRXIyllTfTYVXlFVGjV0wmi8NfGsGLxmCmw8lJvhSufr/Y+NvveMep7rwze3lFlKTyirvvnmh7O3+mw003eXrve/0GCia7IymzYjDInunQ6XgaDNKvz+3t+NIgv6lX9HN5Rq8w21jdgw51cccdnm69dRbUq3NUPmrZzEXYsrTs+CyA+Y2s15vP4ElTBnP+/Px+ocrtLqq8IiqTYLG8IvrHtOz7DpYqhHs0BJkLwWCPCD9o7gWCDtHZFsH3ins+KugQFzgKDt0ZfMwEYP39RL4Lt6Lfr2m4eeednr7/+7NHAeLOC573PE9/62+ZQNH8c2YdJpVnJklqJFmmNEGHqFFUstra8tdFWb2Egqq8yOj1vIb0dJgvOWt6TwekY/avbWF+y6axex6mv1rb1XyXhLC4O1WjUfyYzGF5Mx1Wlf4T1UjS3LWIznRYLK8ww+Pl2QH4F9/57xA8//le6GIl96wSgwBGkfIKc4ep35+lx5bZ08G/u5v+9f2+l5jpcHJSTqbD7bd7unjRfPbm3bVfh1e9aqyXvcy/eiuzhKgKcWVYyzIdooIOSResprzCsrxUjbH29srIdEi3Twk3krz99om+8Rv9D2Pe91WvGs8tQ1Kmw7KL7+Cd9fAd5rhMB/N5wvv2PJkOUe9lXhvfSHKxCbPJBMgyekXUcuU9XprsmmCmgwn2ZRHs6RBcll5Puu8+PzpUfnnF/HykavYTadat3xej2IV3r+edNZKsIuhQ1fnU9vbyAGsdmEyxcCPJNqXeY1HRvml1Y37LZnSlIvNouxbFmjZD1J2qTsfLlOlgonLZMx1WF4lbzHRICjoER6+YTXd6Gn8CnaTsxoJFAhjdrpdpCLu8trb8UTCSejr4QYesmQ6zkqA0TDpr1EVCUulFVo8+OvvBmIAL0qtz0MG/OF78Qv07v8lftEmtD4q7YO12vbPMhbR3boLlFXnvdKbdVv2eBLMXv+AFnl7wgvHcPL79209DF4hebE+HNJkOx8eLd5jD6y/YSNLMNzxkZni9RF3QRy1j8P3CI2ZEierpYLaBLI0kw8tg5l2kp8Nksrw0IYk5LwgHn4LLOQsSzL/PN3xD9k6ScUGHrAHhNPx1Gz9js00VzSbwMx3yT5+kyosMM5JOXffRRrfrj8wS7BUkcTxuO8sq1oS1bsxITdvb+ffZVWc+1sUGfMR2iap5jerpkKTT8XL1LVhHpsN80CE6m2PWSNKbO9ienOTr6VB2FPaBByb6xCcypghMJfV0MMpI0zTDfPqjV0TvNHu97Cdg29vSt3xL+tFbTDprlG7X79NRRqZD+D03YWdfpm63eamA5s5v0nKHf0tJ/QD88gr/7+Ew3frY35/ft+U9QUmT8h91sTmb3v9/VHp91P4mbdDB9HQwd5ijphmPrYh1bM2t+2XvlfR7XRy9InnIzHDA3ozuYPrcZNk3lBV0kPxttchxKJjpEP7+gkGH8Pp661tPc2VWmPcMzl/KPxJGkmXnImbEkqIZCv6QmdXt6Ko67phsxSYc186f9xYyHZp2bEE2be3pUOQGFpkOqKXoTIesQYd8jeBW9YOICzrELUO/P6uHmqXn+WmReQ66Dzww1nBYXhTWtv10/jzuu2+iS5eSz9r6fU9bW8WW11x4J42fnOf77/eld74zfa6u37chPqPl+Hh5ECYryiuyq3emQ/T20+36dc7Lpo0rrwjP85WvHOv01A+oPfVUuhSc/f3ZSCn33z+W42T/UaUNMiYFHaToi2LL8nu3RL3nMqakTYpuEmlENfcLj04UVRIxnyES3/MharrRKDrNPqp8xqwX07ck7X4v/NoyRq8o8hsz5S7BodyCGQCS/5sIN24uctIcNXpFuHylDGkCOmYdFgs6xJf7FVXlTRwTdGjCRcze3uy7NMHsJiw38ivarL1u/G3WzxLMG0zxjxftyf6IQ9ChYcIX4+bvLOUVw6Gn22/Pnt5Uxh31NPy7XiZjwf9/0t0Sc1J1222e3vKW0XQ6/658nh3b296WYWVW7M1vXr4sFy9KH/5wsRxQMwJIrxff02EVtrf9ob6i9HqaazoVVCTTIdxwD8stu6Bdp7jl6nb9ju5JvRfCfRb8C0BL0uIGFuxcn/Y3c/787CJmfz/9ULJBaU/Kb7nF0/Fx/I4zan/e6RRpJOlpNIoevSLIlFf4F7/+sJ7mQjgqqB7176T9+qy8wp/IHB+jTgajyiuCwde8pRWS9L73neQaUnG+vCLz5GeCQ2YGzxuCwQyT1WcCA0WP8VHr+MIFTy96UbnpDv5ws0nPzzcqzavfz9ffIq2q9qFm261rYDgoWHLGsXgztC3TwQRBP/KR49wj2rzhDaNCo+E0RQN2SQgLH0yS0s6jvOhFnt7+9tPMO/cqI9DhGlDz+cxJl+npEMVcMO/sSPfe65/c+D0drFbVjSVJ08Ru2fSmLn1Z48oqJd1Z8ss7ojfAIkEHvw4v//SbqM6ZDlJcpoN044aVuH2Ha8XNneG4eWY1HK4uq+buuyd66KH40qaoixJTlxr12jTlFcFGkmaacHlKeESBcNDcBCviAg/33TeJXca45R6NoktZzEV4uMRgNmRm1kaSsxldupSvBMkPyFiFyyuCn830YzKPBcsrbr/d01//dfGN26w387dx882e/vE/vlF4/uH3ShN0KGfIzGpOeqoMClhWcy7g9/dn5RV5s4PQLGl7IDWF+S2bcss83vSm8Vpv+K1Ki772zbEYdPAypxHmqTet8mAQPFENpn8Gm5EljV4Rftw0kuRiMp2dHb+ZZLebfNc26s5gmZKaRfZ6no6O0gfX0vIb7pU7z7are6ZDXNDh6Cj5ZCe8bzX7o7Ka4T344LjwndOygr9xmQ5xpVppgg7mjrkfWIhfaX4AwH9tvz8fdIgLOJgL+u/7vugVaKYxQaLZnW4/6y3qhDC4zIY5NmZtJFl2UL7oyAvd7izzZNag05vrjdTrSZcvz7IQilwIB8sbq5a2vEIqXl5x7Vo1O7qqU6n95tCVvkUp9ve9s3VR5+MKyvMjP3LcqnNzttn0CDo0UFTdcZ6gQ9YThCp/WMFu5uHHpfmGWGHb24vD1RUpr9hEf/tvn0ybSCb3TNje9vTcc9VtCEmNJHs96cqV6G1gMsm/TFtbHDSyamojST/TIf41UeUVUX/n1e+nL8WIU9YdUtNxOzzvuJ4OaYIOp6f+73Q2TKN/MRHVZ8Fc/PrZTdbcc8vKK6KY10Q1khyNrNhMh3BQyTT4NH2PipRY5GGWKW95hQmU+RmQs8fMughm7ti29LKXjecaRxbp6RCV6VCFZdtj8HMWzXSodvSK6gIPTRmV6fz5+Z4Om1DXvukuX27Xd9yUUqY6IOjQQOEDrklrzXIym+dHUmXjI1N/Gg4+zBpJWrFBhxe9yNMP/MD8mYHppN6mFK4qmW3nne880c5O/OsGg2p3rv6whtHP9Xp+qmvZ2+Bb3zrSuXPtOghWre7lFVH8RpLLMh3mh5kMdsGvk7IubqNHr4hv0pjEBB263eQhM81rjXB2U9wFZdrPHB4y07Lis95McDr8Pqa8IktGYJkZKKanQ57fmLngNmUrweOmmXfwu3/xiz39yq8cnU1b5DP4PTqqvZiWln8v8z0d8r9PUhC8qKovVPr9ZgSG3/jG0dmIWU08rgAEHdLjkqyB4oIOWbr65/mRVNnTwbb9EpFeL7q8ItwQa35avwNykFknZDpks6yRzWAwf1FWtmAdeFhVjSQvXarZFWUD3HSTF1lXX2emp0Nco0QpOtOhzJ4OZShrOaL257ZdrKeDybgzF71R2QdmfuYxP5g4f2EcXV6R7nNFj14RfSywLG+hvMIEHXo9vwfHC1+Yrglimd9Lkf2Zn9EzC/7Ml1fMtue43iZFMh1WdfKdJjhiAjdFvpdez6s006FK/X4zLoSCWTaUV6CJqrwh2zYEHRoonJbn3x22FNVhPU7UXa5075ttmizLYwILpvGVNLsrmfVuY7CGFeXZ3l7fiUy3Gz+cZt3uRLfdt31bhY09Ckrq6XB4mBxYC6aIS/N3TOukjP2wfzd//sN913ed5g4m+VkD/nEoachM897mcX+YXOsswyKq7ENa/pmT3i+uVKHTiS6veP7zJ3rDG0a65RZPb397utGMys50yKvT8fs2mCBQcNn87dmKLa8s+hn830/1d9iXnb+YwNeNG5YGg/wr0890yD15oqoDNH7ZYA13XgnIdEATEXBIj593A5kURsOkUWatPY2qcV02TVU/LnPyF3yv4P/NiWHa9zfLSnlFuQaD6ptTxY9SotigA2DEbR+z0SuSp41qJFknZV7chufz2teOYy/4l73nrKGxlzhkppnfLOgwn8GUt7xidqywFh7zh8yMH70i6OJFTy972UT335/ti69L0MEsx2w0kWC50Ow10ZkfxT+DGfWjSsv6IZjgyvXrls6dy/8+/jGnueUVTbuAJ+iAJqK8Ij1WUwOF6xnNyV6ReaSx7EBfRPCuzHxPB//98qQ458nmQLLBYH0X/aanQ5S6XRhivaIzHfzhWJMCkeH9orkArFO2Q5kXt1mOAcuDDrOyiuAICdLi+jOZDpbl35G9ERhRMerYlOW4E+7pIJlGkouvNU0mg265xdN3fEe67IawOgREZ8MPenMNmM33bYbPLDvTwUy3iqBD2tErrl9XoX49SUM4F0V5xSJGkkITUV6RXsN2SZAWTxbNHY0s8g6ZWdUPKzgedjDoYE6g8lxUEnQo3yoyHaS4ng5eJT0d0C5xF06djnR0ZMXWsptpgyVZwbvOdTmpKLN3QJYmicsE76IH+whE/TbDx6/xeBakiFumtJ87GIAPThMXdChrCOC6bB/moj94XhBet1UFHcz7ribTIf55UxZ1/bqV2Bh5GZOFU4XqMx3qs02mtYptByhbnuupTZUr+dxxnIGkT0p6nqSrkt7huu5XQq95QtKjkkaSPui67hcdx3mZpJ+TNJZ0LOn7XNf9suM4H5P0rdN5SdJbXdf9ep5l2wRxQYfs5RXZ3jeu1rYMFy54OjiwdMstXijTwf9/noZQtu1RXlGyVWQ6+Gnwi4/3evHlFQQdsEy3Kx0dZct0CDbeq5MyfoNlj8wQHC4x3Egyan5Rf5t/Ry3XsmU18wlmzM2mjT4WmO/34kVP//7fJ88/jTpcMJkLNzMilAkAmWOoCaxFlVeWcSG8ikB/2tErxuNiJZbBmyFlq76nQ/OyBno9Lt7QTE37ra1L3p/3eyR9yXXd10j6ZUkfCT7pOM4Dkl4n6ZWSHpP0P06f+llJ73dd9/WSPi3p704ff0DSw67rvn76HwGHBOGTOXOnKNs8st+xrrKnw4ULnp57LjrTwZzEZr2wJNOhfIOBV/k6jUtp9YMO5Q+ZiXaJ20+l6ekQNXqFVK+gVlkXK1nvzqQNOpgRiJIvCr25dRr8O6qML8uxJyrrL+5YYHoJvfa1I/2rf3WY7g1iVHl8zLMc4UyHYBaCZSnyd9Cc8ork8xeTbVN0Oba2qhu9ompNzHSgpwOayJSsYbm8P+8HJf3O9O/PSHoo4vnPuq7rua77F5K6juNckvSY67r/ZvqarqQbjuPYkr5B0j9xHOcZx3HemXOZNko46LCKTIcqf1QXLnj62tcWgw7mjk2ek/6o7uwoxs90qHadxo2NnpTpACzT6fip0ssaSYZHr6jbkJlSPXs6mH2tucts9hNRPTGiRgUJ7vOjsh+WL583932FAxlRIxlZ1uzCvGhWXF1OPIOZDn4jydk6Nd9J3PG/aODEn2/16+HcOek1r4mvizE3KooywzRXoeo68H6/eTdd4kZVAerMD+BzrZHG0p+34ziPS/pQ6OEvSzLZCFclnQ89vy/p2cC/r0o677ruv5vO829Iep+k10o6J7/k4mckdSR9znGc/9113f/TTLy7u6Vutxl7z07H1nBYoIgwhX7f1v7+toZD/9/+wdXWYGBrOEy3ns6fl86dszQcpt/D7+1J29vZpknr8mXpP/wHS8NhX1tbls6f9zQc+su5vW1re3tL/b4yrdutLVt7e7aGw37py7uJOh1bly5tTbeB6n6P+/uWJhNr4bu+6SZpPLa1u2vNfaedjq3BoK/hMOFqEhtjMLB0cqKF/ZQ/bKKt/f3FbcXst8+dkw4PrbPnT06kbtfS9ra0t+ed7XPXaW9P2tmxCm/v/b6tCxcGqT7Tzo6lfn/xNzm/XJY6Hf91g4H/O7Vtv5Hf/r6/jo3d3b66XUv7+/77d7u2trb845d/fBucvV+/b2k0sqb78uXL2O32NBx2A+upq37fHAvm19nenqVuV9rd7RT+bmfHx+L7xn7fvxrNcy6xs+Nn8wyH2/I8S+fObWlry9ZoJO3s2Or1LJ0/b0+P//Pz7/Vs7e4urqd0y2zr3DlbW1uW9veTv6syfM/3SFL0sf38ecmy/JEripyP7e/7TVGznnukcXxstpdqzheHQ0t7e91a7LOy2NlJdw69inNtIA3/mFXePq/N2/bSq0fXdZ+W9HTwMcdxPi1pb/rPPUkHocmuBJ6fe43jON8l6UclPeq67lccx+lI+lnXdQ+nz/+epG+SdBZ0uHatovbBFRgOd3RwUCxNc5nxeKDr1491cDAL5Z+eDnR8PNHBQbp1de2arZOTjg4O0ofxDw8702nKzzfs9Wz9x//Y1cHBiY6Oerp6dayDg4kOD21Z1pauXh1N3zui2D/GeDzQ8fGpDg7ydSLHvOFwR6PRDZ2e9lJvZ3mMx30dHXV0cHA09/iNG7aOjran2/7sLtcHPtCV44x1cECkGdKNGz3duGEt7KeuX5fG4x2dnJws7BPMfvvoqKvjY+tsv3h6Kh0fb+voaKxr18Zz+9x12dmxdfPN1txvII/xeKArV25oa2v57+boqK/T08XfZNDxcVfjcV8nJxNdvXqqoyM/6HDtmqcrVyYajweB157q5KSrq1dv6ODA0+npQCcn/vFrPB7o6tUbOjnZ0sHBDZ2cbOv0VLp27SRx/R8d9SR1dXjoz+fKFVtHR/4xZTwe6ORktHC8u3Gjq6Ojjg4PR4XX57Vrto6Py9k3npxsS1Km451xetrX6amtw8NjnZzs6OrVY43HfY1G0snJWKORratXjzWZ9BeWdTQa6PAw3zFzNBro6OhUntdd+l1V7do1S1/9al/9vgp/Hzdu5P8ukpyc+N9z2fM1xuPe9LdQUqfUFdnaSrdOVnGuDaQxGm3r2rXj0s5Bm75tX7q0F/tc3lvWz0h6s6QvSnpE0ucjnn/KcZyflvR8Sbbrul91HOd7JL1b0utd131u+tq7JX1q2gfCll+a8Ymcy7Uxita9dbv5yiuqSge8eNHTwTR0FSyvuOOOiV73unGuVMlOh1S9sq1i9Ao/pTW6vCKqTveRRwgqYV7c6BWSErvZh0sOTBlAnXo63H33RHffXXw+cc0Eo6QpHQgeT4KjV5h/z89vcfrgKCFR+5hl729KBqJGo0gqJxiNyukTU5eeDsHRK0wjSWm2XoP9HcJMiUoewZ4OdXDtmqVbbll/kDBOpyPt7la3Y7n77kmtP3+cn/qpaoIwQFUYMjO9vJdkH5f0CcdxviDpRNJ3S5LjOE9J+o3pSBWfl/QH8gMJ751mNHxM0l9I+rTjOJL0+67rPuE4zq9K+kNJp5J+2XXdPy3yodouagPPelJ8zz0TXb6c7YBU5Y9qOJz1dAiOVLG3J73ylWP92Z9lPxNiGJvyrWL0in4/+sLBDHXId4okcRd/ppfDzk78ztJvODg/ZGYdezqUIUtPhzQX1MEAr2kkGdfPIdzor9fzznorxAUcigQd4mrFzevbFHQw63e+kaQnyZoLOsQ1kiwiGNhYJz/DRnrRi9a7HEk6Heknf7K6jMGknhd1VmSIU2Ad6rLvb4JcQYdpKcR3Rjz+w4G/n5T0ZOglF2Pm95Skp/IsyyYyzZqCgo270uj1pAsXsr1vlScTOzvS0ZFpJDl/58myvAKZDjW6RdkCu7ueBoPlryvippuivzNzkszOHXmYi87BIH6f4N/ptQL/rleWQ5nKHr0i+LwJOkTtt+NGFhmNrNjlSvubDwYdgsfEuDv7ZQ+JWod9kzlOd7uzUZ/M+jTPxQVhyjh5rkOmg2VJV69aOneu3j9eAuhA85U1otQmYDU1UNSJwSqGqVpXNM8Ma5aVZUWPzY789velJ56otseK40TfoenTDxQpRe2nzGPnzsVPFw6sEnTwpdn3B9dT0pCZZj7h0SVmZQDRpRxpjj2LQQf/73AGS/D1WUd+ilPmsbHIcI/mmGfbs9ErpMUT47jgQJEhM01wZ93BF8vyyyvqHnQA0HxkVafHJVkDRWUcrCKlseqgQ7/vd3QO1wNHDa+WBjuCalS9Tu+9d6JHH13s02BOptd9Qot6W7Z9JJVXDAb+PiisjYGHLPvzNK8LBoYnE+tsPxEusYgLKAQvjqOGzEyTaWHu7offa1mmQ932KeFjYBazTAfvrKdDONPh4kVPb3jD4j62yB07sw673fUPHWoCLkkBxiza+PsHUJ517/OagqBDA0WdgHW71W/0VQc2Llzw+zqE7/LYdr66206nHqmeyGZnR/rgBxdHSOn3Z6nSQF5JNcNRddDBC9c2yV5ekXzlNQpcw5oL+ah5kS0zAAAgAElEQVRMkU7Hi3y8jKBDp+NpPF58oZ/pED1NVA+IPMoMyo/H0vZ2vmlt2zsLwJhMh2BZhWX5v4HXvjZ6Wy+a6VCHQP8sq6l4tKDbjQ5EAoBUjz42TVGDwwOyijqwr+LiuuqTiaSgg6lNzSKubhXNxHeJtJJOAJIyHeK08U5n3N3/uNcuEww6mH142jKJYDZb3IVr2kwHsxzh8oqo/Yd/bKnf6BXjcf5+RMHRK2aNJOf/i1NG0KEu5RVSOZkO/b6nk/JHCQfQEnUJtjYBq6mBooa1Sjv0WbH3rfaHlRx0yH4WQ6ZDu5ieDus+oUX9JQcdVrccdZb1AnPZa4MZA5PJ7JiUZvSKqOfziG9eGT0UpG17pfZ0KOv4WGREjeDoFaa8YpaFkFz6UDRwUpegg/keyhiSst8vt9kogHZZV7+7JiLo0EBRG/iqDvRVl1c899xi0CFvMzc/fbiFtyg3lNnG2bkjybLtI2sgMmrYxzZ4wQsmmTIdlq1XM/qENH+hGxV0iFJGeUXUdOb/UZkDZQ+ZWRbPs3IHzM10wUyHYE+HJGUETuqQalxmeUW/v/7PA6C+6rDPawqCDg0UV15RfU+HahtEXbwYzHSYnSzkHb2C8op2MenT7NyR19//+/mLs9u23X34wyeZRq9YJtzTIXgiFm4kGQ5GWNZsH79s1Iu0yxmef1x5RVlBB/99yolOjUb5s/T89e7NjeQRfC5JsSwH/7PXaR9dVnlFXT4PgPrhZlh6BB0aaF1Bh6rnPxwm93TIqtMh6NA2vR4ngEiWdALw6lfn6xroeZu90aU5qbr33rEeftiPPCQNmRkc1SLYcyH4fPA1s/dPvqAPL194/tHlFeWNXlHmiafn5Q86hDPCZlkn0SUmQUUzHfzyivWnBZnPUFamAwDEiRvmGYsIOjRQVCrPqhpJri7TIfi+Xs5Mh+UnWWiWXo+IMpKVvX2wvfmWrYdXvGKiv/N3/I57wQt5z7PmgjZxZRdJ75e2vCIoHHSIGzKzrNEropahyHyKDplpRA2ZmfS+edWtkaRlldO/ZWuLJnEA4lHKnR670gaKOgFbxR39qlOI/EyHxQZjlpXvxJDyivbp9da9BNhU676QWqes+/6k0SuCF/9R5RBxZRlZljXqsbjyitGofqNXFAk6mCFJw/Mz/88avEkrGOBZ92/FsqTBoJybDmTXAUhCeUV6BB0aKLq8ovooW9XR/sFAunHDWkh3DQ6nlkXc3S00V69H9gqSpUnFR3ZZTqqC5RXhfXdUQGFxyMz5C708J3VpMx3KLK8oS1zjyzTC+8f50SuWZzoU3b8OBn4fhHWyba+Ufg4SjSQBJCPokB73gRsoKpVnFXcX1vXDKtJIsg71pSgPJ4BIo9yRBMqbV1PlueAPDo0ZDjCY1wTnnzR6RdpljJvOBDLCym8kWc584npQpJ02qbwiSdFjvGVJ73tf+galVbGscvo5SH55BcccAHHKCNZuClZTA8WVV6wm6FDtGfj2tqejI2vuB2xZ+e5GdTpkOrRNnTqjY3MQeMj2uxuPrdhMB5PF4HmzsoZg0CEugJ7mpC58sR38d1x5RXi6vMoOyucvr4guW0mb6ZD3GB/MKlk3y5J2d8v50VJeASDJW986Ki2zqu3IdGiodYxe0etVX1N/4YL07LPzNbb+0F9W5hN/gg7tQydxpFF2qnvZ82yaLBfUJkicNGRmlKhMh7KCPXH9fcps/lVuTwev8OgVhp/p4EmyUg17XbSnQx3s7UmPP35ayrxoJAkgyYMPltiNuOUIOjRQ1N2KVRwUv/EbJ3rxi3PUOWRw4YKnP/9zu7SeDjSSbBfuOmEZ6iurkSXokFSyYL6f+ZIL72yECzPqUPg1aS6Wg9MEMx0sKzoAbR6rY0+HIkGHqPlJ1fZ0qNPvzrale+8t51yFQDcAlIP4bQNFnRisqryi6gPwhQveQqaDOYnN6t3vPtEtt5AX3SaMXoFlqtoP1uWCah2yZjqMx7MsgsXyiuhpguUV5rEs7x/Ojgj3kYhrJFmWugQdwuvKlLEE/0s7bZH3bYt1N8UEgLYg6NBA0T0d2nFgvHDB02g0//nyZjrcfjt3xdum12M8ZKxWuBEikgV78MT1ZghnMUjJ5RVZgg5Rjy0LOtStkWSRC/io8gozv2WBjKINqdt4vO33Ka8AgDKwK22gqEyHVfR0WIWLF/2zzPmeDl6u0SvQPr0eV39IVtUd1zbsX/PK8tlNpkPcBW5cpoPxQz90ot3dxfdMW15hgh7zpRle5EhGs6BD8f1KuT0d8t9I6HS8yKCDme+yz1os6NC+/TMjJgFAOQg6NNBg4C2cuK1iyMxVuHBhMehgTiIBTgCRRtnbyKZnOmQvr5il9EcNmWlZ3sLoEmYfHyyJC2Y6pBU1xHJcpkOZTULLDDrELW/aaYMZHsGsk2U3Jywrf3ZgW/fLlFcAQDlos9dAP/ETxwu17W0ZpSEq6BB1EonNxJCZWMa/21reRlLmhWlTZQs6eNOeDsklD1kfS/P+/oW1//7hITmrbyRZbjlfkSEzg38Hv4s0PR3yauvvg9ErAKAc7EobKKqZXlsuxkzQIYhMBxhkOiANtpHypV2n5u66uVCLynQwjwfnbUavyPv+5nlzoR18zC9XiF7WNPNO4447PL3lLaPiM5K/XHkvdIPBnm5XOj2dzWvZPKNKN9NqbyPJdn4uAFg1gg4t0Zbyiq0taWdnvnzENJJsw+dDMQyZiTTK3EY2vbQiK9PTIa5/QLh0LvxYUNZGkiajwc90mD0XV65g+jyUsb0MBv6w0mVI0/QxTvBcIBiAMfOtavQKM33bcMwBgHJQXtES3a6n8bgdR8ZwtoNt5xsyE+3z+tePdeutpL0gXhUXCJseeMh6MWqCDsZiT4eoTIfwe3pzz6ctrwgeL+bLK5IDIHVSJOgQzHrsdqXRyDpb52nmSU+Hedvb7WyQCQCrRtChJdoyeoXkj2AR/Cx+um5LPhwKueceAg5Yj7bsX/PIEnQwF/3mAjccTDBD3oZHVYgK7GQJ9oSbJwbn/+3fPtL+fvSyBqetk6ggSRrhfkinp7Pvb9lww2Q6LOr12vm5AGDVCDq0RFsaSUrS937vqYbD2clR8CQSAJKUXVvOBUee0Stm0ywGHaKbRIb79oTLMJaXV/hv5Dcenn/xgw9Gp8qV2UiyTEV6OgSDFeHyimVlmEV6Opjp26bfp7wCAMpA0KEl2pTpcP/982efJugAAOuw6QHPLCMz+AEEa66MIlxKETVNlDxDZkrpjxd1zXQoUl4RPBcwmQ7mu0gTdKC8Yt7urvSDP3iy7sUAgMajkWRLtCnTIcw0kgSANKq4AGrrRVXZTHmFbUcHKoJ30uP6PoSfi/p3mGlcaYZYTtN8uM5Bh7JGrwj2dEjbkDOPuq3DsliWdNddnIAAQFEEHVqi0yEFEADKFr5Tv6nSNtMLlldIy4MJ5rFlPR3SN5L0zr6ztEGHuikr06HbNd+FvyKXfd6io2BxDgIAiFPTQy6yanOmAwCkVfaFj7kg3uQO9nl6OsRdwEY9HpXNNt/TYfm6DzaSDI9eEafOmQ5lDZk5Gs2vm+XlFfkbWNZtPQIA6oOgQ0t06c4BAJLKbyS56ZkOeRtJGuEhM6MsW8dZhsxM23i4zpkO+RtJzv89Gs3mVWVPBwAAktT0kIus/JTKDT8zBoCSmYvYTb8Yy9ZIMmnIzPTvGWwkmbYXwfyQmcnHRDOEZN2+W783Rb7juR9Y8KedlVf4z6VpOE1PBwBAFQg6tESbRq+I0/bPB6C4su/W0sg22/r0Mx2s2CEz43o6LBtxIm2JRZp5GXUeMjN/TwdvLsgwGs2+i2W/jSIZFmRJAACSEHRoiU0IOgDAOjBkb3qWNUvpj2omGbw4Df8/PJ8smQ5Gp5M+SFTnng7ljV4xW38msyPpffOq2zoEANQLQYeWYPQKAKgi08Ej6JDBbMhM/9/hAEDUHfyojAhTJmGez1JeMR5bqUavSAp6rFsVjSTTrI8ifS7quB4BAPVA0KElNmH0ik1PcQaQTtnlFZve0yFbI0lvbn0tllcsBsij5m36ESS9Jmoephwmy5CZdftui1z833abp7e9bSRplulgAhH0dAAArAtBh5bYhKADACxTxcWP5232FVXe0SvihsxcnMaLzHQYj63Aa9K9t8m0SBOkrnNPh7wjUvX70kte4qeIBMsrpHQ9HSixAABUgaBDS3S77T7gk+UAII0qGkluenlFlnVqLvqDoy/E9XQIPhbVcDK43rOUSqT9vuo6ZKZUzjZsGkkG/11V0CEqgwUAAKPGh1xkQSNJAChflovYtsp6bDGjV0jJPR2CgYKo12VZ7+aCudPxGl9e4Y9eUTzS3ulIp6ez8oo0gZsi5RV1W48AgPog6NASweZRbdTmzwagvswF8abvg7JmOiQdk9JkOnQ63llPh62t9CWEeTId6vbdmv4LRXU686UuyzI7CBwAAKpC0KElut12pzZSXgEgLcorype1p0M46BBs9Bg1TdLoFR/96LF2dpa/r7lYNz0d0iyzv5z1OsCUFXTodv1Mh+C6Ty6vyH8e0ebzDwBAcTlbFaFuXvhCT/3+ePkLAaDFyr5bG3VBvGmyrtOk0SuCQYdl5RUm02EwSP/eZvSKLK+v2wVz0aErDT9bxDr7jMuDDpRXAACqQdChJW6+2dPNN7f3zJgTGgBplZ3pELxbvInyNJI0F7imv0Lw+SjhEUKyZpgEAxgmWJF2xIu6KSvoYEavCM5zWdChyPvWcV0CAOqB8go0wqbfaQSQTtkXPjSSzLZObdu/0E0qr0jT0yFP0MFcNE8mVuryik6nfqWJlpV/yMwgf/SK4LpP/qx1Ww8AgPYg6AAAaA3/4rPcKOWmBx2k7OUVwTvm4SEz0/DLK9K/qZlvp6PUo1dI9R02s4zRK7pdk3Xiz6vK9UE2IgAgSU0Pt8A86qoBrEPWHgFtlL28Ijhk5mLZRBWZDsHlzDJdHYebtu3yyitmQ2Z6S5tm+pki+Tf2uq1HAEB9EHRAIxB0AJBG2Rc+5uJ30y+osgQdJpP4i/ngRW9SI8m8QYdOx8tVllEn5TWSlEYjK/U86ecAAKgKQQc0Ql1TYAHUT7mjV3gLd+s3Tdb1GR69IhgEiMp0iMom8UdeyL6MJliRbcjM9O+zCmUOmWmaekrpPitDZgIAqpCrVZHjOANJn5T0PElXJb3Ddd2vhF7zhKRHJY0kfdB13S86jvOApN+W9OfTl33cdd1/FvXaXJ8GrVXHE0MA9VT26BWbnumQtZGkmcZkMIxG/kV0uNfDsvnkyVgw5RXpG0nW77u9eNHTzk7x+Zj+Fub4edNNnh56KD6Ss7vrZRqeNKxu6xEAUB95+yO/R9KXXNd90nGcxyR9RNIHzJPT4MLrJL1S0mVJ/1zSt0h6QNLPuK77D1O8Fjjjd93mjAZAMkavqEbewIPk93jodj2dnlq6996Jnn3Wmnteisp08O/SZ/0+swYr6hjQfv/7T0qZT3AEDMuSBgPp1a+ODzq8732nud+rbusQAFAveZPWH5T0O9O/PyPpoYjnP+u6rue67l9I6jqOc0nSN0t61HGcf+04ztOO4+wlvBY4U8e7UQDazwQdNn3/k/bzh3sHmEwHcwH84IOLF71R5RV+Q8rsy2nm1eTyirKYEo1VlSe2dT0CAIpbmungOM7jkj4UevjLkr4+/fuqpPOh5/clPRv4t3nNFyX9ouu6f+Q4zo9KekLSQcxrz8o1dne31O2WUOC4Ap2OreGwhLxIzNnasjSZiHW7RmzbaIJz5yTLsjQc9lNPk7RtDwaWul1pf3+g4bCspWyW3V1/PQyHy4/D585Z6vUsDYc72tuTdnYsbW972tqydXjo78N3dix1OpbOn/fX6WDg/zv4HezuWhoMPG1tWan2O7u70va2pd3drra3vWlZwfLtoN+3W/vd9nq2Oh3p3Lm++n2l+v7y2t62tL/faeV6RP1wPoK2avO2vTTo4Lru05KeDj7mOM6nJe1N/7knP3AQdCXwfPA1v+m6rnntb0r6OUn/a8xrz1y7drxsMWtjONzRwcHhuhejdUajLZ2eWjo4uLHuRdlYbNtogsPDrg4PpYODUeppkrbt4+O+Tk5sXb16rIODzRxC5/r1ro6POzo4WH4svnGjp/G4p4ODQ1271tH167auXJloMulrPLZ0cHCow8OuxuO+rlw5VLfrr+PxuDv3HRwf93TlykQnJ71U+32zjDdujKeZKZ6Oj62l28Fkst3a79aydjQeS0dHpzo5sVN9f3mdnGzp6tVTHRxQi4TqcT6Ctmr6tn3p0l7sc3mT7p6R9Obp349I+nzE8w87jmM7jnOnJNt13a9K+l3HcV4xfc0bJf1RwmuBM21OgQVQX3nT/Nsky77XDFsZnC5YXpF2fqanQ5b3NaUdWaZr87HFrPNVfL62rkMAQDnyNpL8uKRPOI7zBUknkr5bkhzHeUrSb0xHqvi8pD+QH9h473S690j6ecdxTiT9laR3ua57Jea1wJk2nxgCKFe5Q2Yu9hvYNP4FfbqVEN5X+z0drGkgIvqLieo5YNterkaS5vvyPGvjezqYoMOqPmNb1yMAoLhcQQfXdQ8lfWfE4z8c+PtJSU+Gnv8/JP2NiOkWXgsEtfnEEEB5zB3vMudHpkOxRpKTyaypoXlN8P9RsmYsmGXsdKSTk2YPmVkWs87L/k1EWcV7AACaa0U9jYFiOJkBsA5mNIRN3wflCTrElVekYYIOWd7Xn87TZJI+O6XN32sw6AAAwDoRdEAjrGrILwDNV+ZFVtRwjpvGsrzU6zS6vGI+02Fx/ouP+T0d0n+Rpvyj0/EzK9Jqc6bDrLwi/feXF5kOAIAkXMqhEfwT2Q0/8wewVBXlFZ7H1VQWs/IJf589Hi8LOizu200jyTw9HUymQ5pp23yhvMpMB4IOAIAkBB3QCJ1O9XdqACDMXMRu8v4na0+HcIBhPLYSR6+ImrdtZ1/vprQja6ZDWzPpVjl6BQAASVp6qEXbcBcFQBpl7ydM0GGTZQ06RJdXLGYzJDWUzNNI0kznj16Rbjrbbm8G3SobSQIAkISgAxqhzXW3AMpVbnmFt/GZDlL6z2/b0Y0ks/d08HKNXhHMdGDIzNnf9HQAAKwTQQc0AiczANIoe1+RNV2/jfKUOASnCw+ZmWb+RTIdTANKgg7+/1f1Gdu6HgEAxRF0QCMknbACgJFlpIV082PIzKxBh2BjSFNeEXXXfVl5hZ9hkr78wQQ8THlF+qBDO0ssaCQJAKgLgg5oBE5oAKRV9pCZm57pIOUvr/CDDlauITNHIytzLwnL8jMk0vZ02N311Oule23TBBtJrqK8AgCAON3lLwHWj54OANKqItNhk2VrJOktlFeMx/MjRKQdvSJLecVsOi/Q02H5F/fRj55kf5OGMOt8FaNzcGMAAJCEoAMaoc11twDKc8stno6Py5ufuXO+ybKOXhG+yPXLK+JHr4iSdchM87pOhyCRYYYv5dgJAFg3gg5oBE6aAKRx//3l1kKYHgGbvg/KM2SmGW40PHpFmkyHTidfI0nznnxnPhOwp5EkAGCd6OmARmjzWOoA6su/iOVqKi1zd12aBWzG4/yjV2RrYullDla0XbfrrSRTsK3NOAEA5SDogEagvALAOtDTIXt5RfBvE3SYH73Cm3ttdNDByxw8yDN6Rdt1u2Q5AADWj6ADGoGgA4B1MOn6my7v6BV+eUXy6BVROp1sGSbBAMZ4bBF0mAo39awKjSQBAEkIOqARCDoAWAd6OuRvJOk3g7Sm5RXx6SJl9HQIvjeZDjPdLqNXAADWj6ADGoGgA4B1INPBlyfoYMor/NErss0775CZfoZE9unaqtOhJxIAYP0IOqARCDgAWIdV3CWuuyz732CAOK6RZJrRK2zbD1ZkHTXDDLUJX1KGCQAAq8LpFBqBscYBrEO46eEmyl5eMVtnJugQFbwx87xwwdPOzvzFsQkeZG1gadseQ2YG+JkO9HQAAKxXQsIjUB+UVwBYB/Y7RXs6+I0k50evmJ/mLW8Z6eGHR3OPZe3pMN9IkqCDYYIOVSPoAABIQqYDGoGgA4B1YL+TTfDi02Qd+ENmxqf527a0tTX/WKfjaTKxMq3/YCNJ+MyQmavIdAAAIA5BBzQCjbAArAMXU/kzHeKacKaZl+npkGUZzXSmvAKz0sRVbMf8VgAAcQg6oBFo5gZgHYIX0FguqrwiTwAgT0PIYCNJyit8JtNhFVjfAIA4XMqhETiZAbAOBDzNnfJ0kYNwpkPca5YxPR2yjl7BkJnzOh2PfgsAgLXjdAqNwOgVANYh2KBwU2W5aLVtb6HUIWm+8fPJ30hyMtngLytkVcfOTf59AACWI+iARqCRJIB1YL9TrKeDKXPwvGwr0mQsZF3/JlhBeYVvNmRmtU0uyKYAACQh6IBGIOgAYB1mF9Cb3Zkwa5mDtLynw7JMh9Eo/U4/+J5p5r8pVpnpwPoGAMQh6IBGIOgAYB3Y72Rj2+FGkosrMO3oFVl7OvjTeWeZDghmOlT7Pln6fgAANg9BBzQCJ/4A1oGeDnnKK7yzv/OWOXQ6XqHRK8y/Nx1DZgIA6oCgAxrBP3HiLgqA1eJCype3p4MprwhmHqQJ5JjgQdb1b3pB0NPB1+162t/3dN991Q7pcd99Y128yDEaABCtu+4FANKwLI8TSAArx34ne6ZDMKiQVObQ6SQ/NxplX0YT6IDvO75jpLvumuglL6l2pfzNv5lhqBEAwMYh6IBGYMhMAOtgkw+YOehrggnLshXKHDLTzM+2TWaFJYk77y99KREYAMD6cTqFRuDEH8A6mLIugp7pBPfVtu3p9NQPQkRlPCRlOuRvJDkLVvCdAQBQD1zKoREYjgvAOhDw9KXd/4ZHrxiN/KaQUfNKmqffmyHLkJleINPBoqcDAAA1QnkFGoETfwDrwL5HuvVWTzdupE/TDwYdjo8tbW9HlzksCzpkyXQIvrcZMpOgAwAA9UDQAY1ATwcA67TJ+5877/R0553pGiwEMx0syw8AdLvJDSWjmGnzBB3M6BUAAKAeuIeDRqC8AsA6kOmQTTjocHLiBx2yWjbyRdTrg40kzWMAAGD9OJ1CI5DpAGAd0vQfwLxg0OH01FoI3FSxLvl+AACoL4IOaAROKAGsA/uebIJZaaaRZJ5Mh7zvbdDTAQCA+iDogEawbQp0Aaxe8K49lrNt72yYUds25RXRo1eUKTxPejoAAFAfBB3QCLbNST+A1WO/k918eYVfHpdHlmwF+v4AAFBfBB3QCAQdAKwD+51sgo0kbdvv6RAur0i7TvOMeBGclu8OAIB6IOiARsh7pwwAimD0imzMCBLm7yI9HbIEm6PKK0yZBwAAWK8VtXcCiiF1FsA6MHpFNo4z0U03+Rf7Zp11OvNZC2nXJQEfAADagaADGoHyCgDrwH4nm91daXd3FnSwLKnTyZdxkGWoZL4nAADqi/sIaATueAFYB0bOKca285dXZA060NMBAIB64lIOjUCmAwA0j5/pkG8Iyyw9GSjBAwCgvnLdf3AcZyDpk5KeJ+mqpHe4rvuV0GuekPSopJGkD7qu+0XHcT4l6dbpS14o6Q9d133McZx/IekmSaeSjlzXfSTPcqG9zp3zNBxyxxHAagWbIiI7E3QIP5ZGkQw3Mh0AAKiPvD0d3iPpS67rPuk4zmOSPiLpA+ZJx3EekPQ6Sa+UdFnSP5f0La7rPjZ9/oKkz0n60HSSuyS9xHVdrioR6fJlT48/frruxQCwYSjtKsa2PXW7/igWWeUtyzAIOgAAUA95T6celPQ7078/I+mhiOc/67qu57ruX0jqOo5zKfD8j0n6Odd1/5PjOLdIGkr6bcdxvuA4zltyLhMAAKXiwrUYv6fD/P2ELJkOaUss6OkAAEB9Lb2P4DjO45plJBhflvT16d9XJZ0PPb8v6dnAv81rvuI4zvMkvTEwz76kfyjpZyVdlPSM4zhfdF33r83Eu7tb6nZD+Zk11enYGg531r0YQOnYttFWSdv2+fP+8xcu7GiHzT+zXs/W7q4t25Y6HUvD4Y52d9PtT7a2LG1vdzQcLk952NuTBgNLw2FX/b6lwaCjvT1Pw2FZn6R52Gejrdi20VZt3raXHsld131a0tPBxxzH+bSkvek/9yQdhCa7Eng+/Jr/StKvua47nv77ryT9guu6I0l/7TjOH0tyJJ0FHa5dO071YepgONzRwcHhuhcDKB3bNtoqadu+ds3WeLytg4NDnZyseMFaYDIZ6OTkVNevWxqPezo4ONT16x2Nx1tL9yfj8baOjyc6OFi+4q9ds3V01NXBwYmOj7d1eDjW1atjHRxMyvoojcM+G23Fto22avq2fenSXuxzecsrnpH05unfj0j6fMTzDzuOYzuOc6ck23Xdr06fe0h+SYYC//5fJMlxnF1J90r6tzmXCwCA0pCiX4xlrWb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      "text/plain": [
       "<matplotlib.figure.Figure at 0xa52fdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# IF\n",
    "fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "ax1.plot(IF_df['trade_date'], IF_df['log_ret'], label = 'log return', color = 'blue', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 12)\n",
    "plt.title('Daily log return of IF contract', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa5bd358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# T\n",
    "fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "ax1.plot(T_df['trade_date'], T_df['log_ret'], label = 'log return', color = 'blue', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 12)\n",
    "plt.title('Daily log return of T contract', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaa183c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# rb\n",
    "fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "ax1.plot(rb_df['trade_date'], rb_df['log_ret'], label = 'log return', color = 'blue', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 12)\n",
    "plt.title('Daily log return of rb contract', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 计算移动窗口波动率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算波动率\n",
    "def calc_vol(arr):\n",
    "    return np.sqrt(np.sum((arr - 0.0)**2) / len(arr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算移动窗口波动率\n",
    "def process_roll_vol(df):\n",
    "    df['rolling_vol'] = df['log_ret'].rolling(window=RollingWindow).apply(calc_vol)\n",
    "    return df\n",
    "def plot_roll_vol(df, name):\n",
    "    fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "    ax1.plot(df['trade_date'], df['rolling_vol'], label = 'Normal Std', color = 'blue', linewidth = 0.8, alpha = 0.8)\n",
    "    #ax1.plot(df['trade_date'], df['ewma_vol'], label = 'EWMA Std', color = 'red', linewidth = 0.8, alpha = 0.8)\n",
    "    # ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "    plt.legend(fontsize = 12)\n",
    "    plt.title('Rolling window volatility of {} contract'.format(name), fontsize=15)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9f43470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "IF_df = process_roll_vol(IF_df)\n",
    "plot_roll_vol(IF_df, 'IF')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa5a5588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "T_df = process_roll_vol(T_df)\n",
    "plot_roll_vol(T_df, 'T')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa53df98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rb_df = process_roll_vol(rb_df)\n",
    "plot_roll_vol(rb_df, 'RB')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 检验波动率可否scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# periodList = [1,2,3,4,5,10,20,40,50,60,70,80,90,100]\n",
    "periodList = np.arange(1,40)\n",
    "TO_BPS = 1e4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def scale_plot(dframe, symbol):\n",
    "    volList = []\n",
    "    for Nperiod in periodList:\n",
    "        dframe['group'] = (np.arange(len(dframe))/Nperiod).astype('int')\n",
    "        dframe_cum_ret = dframe.groupby('group')['log_ret'].sum()\n",
    "        vol = calc_vol(dframe_cum_ret)\n",
    "        volList.append(vol)\n",
    "    scalevolList = [np.sqrt(x) * volList[0] for x in periodList]\n",
    "    \n",
    "    table = pd.DataFrame(data={'n Days': periodList, 'Volatility (bps)': volList}).set_index('n Days')\n",
    "    table = table.T\n",
    "    table = (table * TO_BPS).astype(int)\n",
    "    \n",
    "    # 画图\n",
    "    fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "    ax1.scatter(periodList, volList)\n",
    "    ax1.plot(periodList, scalevolList, color = 'red', linestyle = '-', linewidth = 0.8, alpha = 0.8,\n",
    "            label = r'$\\sqrt{x}$')\n",
    "    ax1.set_ylabel('volatility', fontsize = 15)\n",
    "    ax1.set_xlabel('days', fontsize = 15)\n",
    "    plt.legend(fontsize = 15)\n",
    "    plt.title('Scalability of volatlity of %s contract' % symbol, fontsize=15)\n",
    "    plt.show()\n",
    "    \n",
    "    return table.iloc[:, [0, 4, 9, 19, 29]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x9c8be10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>n Days</th>\n",
       "      <th>1</th>\n",
       "      <th>5</th>\n",
       "      <th>10</th>\n",
       "      <th>20</th>\n",
       "      <th>30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Volatility (bps)</th>\n",
       "      <td>29</td>\n",
       "      <td>56</td>\n",
       "      <td>91</td>\n",
       "      <td>113</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "n Days            1   5   10   20   30\n",
       "Volatility (bps)  29  56  91  113  126"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scale_plot(T_df, 'T')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9ca15c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>n Days</th>\n",
       "      <th>1</th>\n",
       "      <th>5</th>\n",
       "      <th>10</th>\n",
       "      <th>20</th>\n",
       "      <th>30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Volatility (bps)</th>\n",
       "      <td>182</td>\n",
       "      <td>378</td>\n",
       "      <td>565</td>\n",
       "      <td>750</td>\n",
       "      <td>912</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "n Days             1    5    10   20   30\n",
       "Volatility (bps)  182  378  565  750  912"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scale_plot(IF_df, 'IF')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa1898d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>n Days</th>\n",
       "      <th>1</th>\n",
       "      <th>5</th>\n",
       "      <th>10</th>\n",
       "      <th>20</th>\n",
       "      <th>30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Volatility (bps)</th>\n",
       "      <td>168</td>\n",
       "      <td>395</td>\n",
       "      <td>575</td>\n",
       "      <td>794</td>\n",
       "      <td>989</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "n Days             1    5    10   20   30\n",
       "Volatility (bps)  168  395  575  794  989"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scale_plot(rb_df, 'RB')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
